From 74c75253419ba0ace8d507aec9d474a329917641 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 5 May 2026 10:26:27 +0530
Subject: [PATCH 01/67] fix: add missing openai serverless deployment to weekly
 tests

Co-authored-by: Copilot <copilot@github.com>
---
 .github/integration-test-config.yaml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/integration-test-config.yaml b/.github/integration-test-config.yaml
index 7efa15e12..25e599454 100644
--- a/.github/integration-test-config.yaml
+++ b/.github/integration-test-config.yaml
@@ -51,6 +51,10 @@ weekly:
       deploy_dir: deploy
     
     # AWS Serverless
+
+    - type: aws-serverless
+      path: examples/aws-serverless/openai
+      deploy_dir: deploy
     - type: aws-serverless
       path: examples/aws-serverless/adk
       deploy_dir: deploy

From 822455de7c653371572b878034d9c5651b2d31f6 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 5 May 2026 10:27:54 +0530
Subject: [PATCH 02/67] fix: comment out unused AWS containerized tests in
 weekly schedule

---
 .github/integration-test-config.yaml | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/.github/integration-test-config.yaml b/.github/integration-test-config.yaml
index 25e599454..1276d5f9b 100644
--- a/.github/integration-test-config.yaml
+++ b/.github/integration-test-config.yaml
@@ -37,18 +37,18 @@ weekly:
   # then each project is deployed and tested
   tests:
     #AWS Containerized
-    - type: aws-containerized
-      path: examples/aws-containerized/adk
-      deploy_dir: deploy
-    - type: aws-containerized
-      path: examples/aws-containerized/openai-dynamodb
-      deploy_dir: deploy
-    - type: aws-containerized
-      path: examples/aws-containerized/crewai
-      deploy_dir: deploy
-    - type: aws-containerized
-      path: examples/aws-containerized/mcp/multi
-      deploy_dir: deploy
+    # - type: aws-containerized
+    #   path: examples/aws-containerized/adk
+    #   deploy_dir: deploy
+    # - type: aws-containerized
+    #   path: examples/aws-containerized/openai-dynamodb
+    #   deploy_dir: deploy
+    # - type: aws-containerized
+    #   path: examples/aws-containerized/crewai
+    #   deploy_dir: deploy
+    # - type: aws-containerized
+    #   path: examples/aws-containerized/mcp/multi
+    #   deploy_dir: deploy
     
     # AWS Serverless
 

From 5be6fcbe9e369c442f696585bbf2c18b96a04b68 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 5 May 2026 10:49:18 +0530
Subject: [PATCH 03/67] fix: update Redis connection URLs in configuration
 files

---
 examples/aws-serverless/adk/config.yaml    | 2 +-
 examples/aws-serverless/crewai/config.yaml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/aws-serverless/adk/config.yaml b/examples/aws-serverless/adk/config.yaml
index 5560ee953..04a2b10c2 100644
--- a/examples/aws-serverless/adk/config.yaml
+++ b/examples/aws-serverless/adk/config.yaml
@@ -5,4 +5,4 @@ session:
   type: redis
   redis:
     prefix: "ak:adk:example:"
-    url: "redis://dev-examples-redis.qaandw.0001.apse2.cache.amazonaws.com:6379"
\ No newline at end of file
+    url: "redis://ak-openai-serverless-dev-examples-redis.qaandw.0001.apse2.cache.amazonaws.com:6379"
\ No newline at end of file
diff --git a/examples/aws-serverless/crewai/config.yaml b/examples/aws-serverless/crewai/config.yaml
index 4884abb09..77c4472d3 100644
--- a/examples/aws-serverless/crewai/config.yaml
+++ b/examples/aws-serverless/crewai/config.yaml
@@ -4,5 +4,5 @@ logging:
 session:
   type: redis
   redis:
-    prefix: "ak:langgraph:example:"
+    prefix: "ak:crewai:example:"
     url: "redis://ak-openai-serverless-dev-examples-redis.qaandw.0001.apse2.cache.amazonaws.com:6379"
\ No newline at end of file

From f477f5d48dde5840e0160d6bc69742577713fe05 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Wed, 6 May 2026 10:23:46 +0530
Subject: [PATCH 04/67] fix: increase memory size for Redis and DynamoDB Lambda
 functions; update test prompts for clarity

Co-authored-by: Copilot <copilot@github.com>
---
 examples/memory/dynamodb/deploy/main.tf | 2 +-
 examples/memory/redis/deploy/main.tf    | 2 +-
 examples/memory/redis/lambda_test.py    | 6 +++---
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/examples/memory/dynamodb/deploy/main.tf b/examples/memory/dynamodb/deploy/main.tf
index 6eae71bd5..3556aab0e 100644
--- a/examples/memory/dynamodb/deploy/main.tf
+++ b/examples/memory/dynamodb/deploy/main.tf
@@ -12,7 +12,7 @@ module "serverless_agents" {
   module_name                  = var.module_name
   package_path                 = "../dist"
   package_type                 = "Image"
-  memory_size                  = 256
+  memory_size                  = 512
   product_display_name         = "Agent Kernel OpenAI with DynamoDB"
   create_dynamodb_memory_table = true
   vpc_id                       = var.vpc_id
diff --git a/examples/memory/redis/deploy/main.tf b/examples/memory/redis/deploy/main.tf
index c47445690..893dc623e 100644
--- a/examples/memory/redis/deploy/main.tf
+++ b/examples/memory/redis/deploy/main.tf
@@ -12,7 +12,7 @@ module "serverless_agents" {
   module_name          = var.module_name
   package_path         = "../dist"
   package_type         = "Image"
-  memory_size          = 256
+  memory_size          = 512
   create_redis_cluster = false # This is optional. Set to true if you want to create one. Otherwise you can reuse an already existing redis host by setting configurations on config.yaml
   product_display_name = "Agent Kernel OpenAI with Redis"
   vpc_id               = var.vpc_id
diff --git a/examples/memory/redis/lambda_test.py b/examples/memory/redis/lambda_test.py
index 684c5f06f..cc24bfa88 100644
--- a/examples/memory/redis/lambda_test.py
+++ b/examples/memory/redis/lambda_test.py
@@ -41,12 +41,12 @@ async def http_client():
 @pytest.mark.asyncio
 @pytest.mark.order(1)
 async def test_history_agent(http_client):
-    response = await http_client.send("Who won the 1996 cricket world cup?")
-    Test.compare(response, ["Sri Lanka won the 1996 cricket world cup."])
+    response = await http_client.send("Who won the 1996 cricket world cup?, answer with only the country name")
+    Test.compare(response, ["Sri Lanka"])
 
 
 @pytest.mark.asyncio
 @pytest.mark.order(2)
 async def test_history_agent_followup(http_client):
-    response = await http_client.send("Who hosted?")
+    response = await http_client.send("Who hosted?, answer with only the country names")
     Test.compare(response, ["Sri Lanka, India and Pakistan"])

From b530803fccc6ff9405a62194f8aedc1bf8223cac Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Wed, 6 May 2026 12:04:57 +0530
Subject: [PATCH 05/67] fix: comment out openai AWS serverless deployment in
 weekly tests

---
 .github/integration-test-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/integration-test-config.yaml b/.github/integration-test-config.yaml
index 1276d5f9b..66f5dc4ed 100644
--- a/.github/integration-test-config.yaml
+++ b/.github/integration-test-config.yaml
@@ -52,9 +52,9 @@ weekly:
     
     # AWS Serverless
 
-    - type: aws-serverless
-      path: examples/aws-serverless/openai
-      deploy_dir: deploy
+    # - type: aws-serverless
+    #   path: examples/aws-serverless/openai
+    #   deploy_dir: deploy
     - type: aws-serverless
       path: examples/aws-serverless/adk
       deploy_dir: deploy

From 9b05569d54b19e011be62eb9815d6c92ae2f0305 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Wed, 6 May 2026 12:14:55 +0530
Subject: [PATCH 06/67] fix: enhance error handling for Terraform
 initialization and output retrieval

---
 .github/scripts/get_base_outputs.py | 75 ++++++++++++++++++-----------
 1 file changed, 48 insertions(+), 27 deletions(-)

diff --git a/.github/scripts/get_base_outputs.py b/.github/scripts/get_base_outputs.py
index 2b0cdae74..7acc79e14 100644
--- a/.github/scripts/get_base_outputs.py
+++ b/.github/scripts/get_base_outputs.py
@@ -39,35 +39,56 @@ def main():
 
     # Initialize Terraform to access remote state
     print(f"Initializing Terraform in {deploy_path}...")
-    subprocess.run(
-        ["terraform", "init", "-upgrade"],
-        cwd=str(deploy_path),
-        check=True,
-        env={**os.environ, "TF_INPUT": "0"},
-    )
+    try:
+        subprocess.run(
+            ["terraform", "init", "-upgrade"],
+            cwd=str(deploy_path),
+            check=True,
+            env={**os.environ, "TF_INPUT": "0"},
+        )
+    except subprocess.CalledProcessError as e:
+        print(f"Error: Terraform init failed with exit code {e.returncode}")
+        sys.exit(1)
 
-    # Retrieve vpc_id
-    result = subprocess.run(
-        ["terraform", "output", "-raw", "vpc_id"],
-        cwd=str(deploy_path),
-        check=True,
-        capture_output=True,
-        text=True,
-    )
-    vpc_id = result.stdout.strip()
+    # Wrap outputs in a try/except to handle missing state gracefully
+    try:
+        print("Fetching outputs from Terraform state...")
+        
+        # Retrieve vpc_id
+        result_vpc = subprocess.run(
+            ["terraform", "output", "-raw", "vpc_id"],
+            cwd=str(deploy_path),
+            check=True,
+            capture_output=True,
+            text=True,
+        )
+        vpc_id = result_vpc.stdout.strip()
 
-    # Retrieve private_subnet_ids (JSON array)
-    result = subprocess.run(
-        ["terraform", "output", "-json", "private_subnet_ids"],
-        cwd=str(deploy_path),
-        check=True,
-        capture_output=True,
-        text=True,
-    )
-    private_subnet_ids = result.stdout.strip()
+        # Retrieve private_subnet_ids (JSON array)
+        result_subnet = subprocess.run(
+            ["terraform", "output", "-json", "private_subnet_ids"],
+            cwd=str(deploy_path),
+            check=True,
+            capture_output=True,
+            text=True,
+        )
+        private_subnet_ids = result_subnet.stdout.strip()
 
-    # Validate
-    json.loads(private_subnet_ids)  # ensure valid JSON
+    except subprocess.CalledProcessError as e:
+        print(f"\n❌ ERROR: Failed to retrieve Terraform outputs.")
+        print(f"Command run: {' '.join(e.cmd)}")
+        print(f"Terraform stderr: {e.stderr.strip() if e.stderr else 'No stderr output'}")
+        print("\nPossible causes:")
+        print("1. 'terraform apply' has not been run yet for the base deployment (no state file exists).")
+        print("2. The outputs 'vpc_id' or 'private_subnet_ids' are not defined in the Terraform configuration.")
+        sys.exit(1)
+
+    # Validate JSON
+    try:
+        json.loads(private_subnet_ids)  # ensure valid JSON
+    except json.JSONDecodeError:
+        print(f"Error: private_subnet_ids is not valid JSON. Received: {private_subnet_ids}")
+        sys.exit(1)
 
     print(f"VPC ID: {vpc_id}")
     print(f"Private Subnet IDs: {private_subnet_ids}")
@@ -84,4 +105,4 @@ def main():
 
 
 if __name__ == "__main__":
-    main()
+    main()
\ No newline at end of file

From fe12359fa8f7db36dc4556f32f2d53bde803899c Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Wed, 6 May 2026 14:24:43 +0530
Subject: [PATCH 07/67] fix: restore AWS serverless deployment configuration
 and streamline Terraform output retrieval

---
 .github/integration-test-config.yaml |  6 +--
 .github/scripts/get_base_outputs.py  | 75 ++++++++++------------------
 2 files changed, 30 insertions(+), 51 deletions(-)

diff --git a/.github/integration-test-config.yaml b/.github/integration-test-config.yaml
index 66f5dc4ed..1276d5f9b 100644
--- a/.github/integration-test-config.yaml
+++ b/.github/integration-test-config.yaml
@@ -52,9 +52,9 @@ weekly:
     
     # AWS Serverless
 
-    # - type: aws-serverless
-    #   path: examples/aws-serverless/openai
-    #   deploy_dir: deploy
+    - type: aws-serverless
+      path: examples/aws-serverless/openai
+      deploy_dir: deploy
     - type: aws-serverless
       path: examples/aws-serverless/adk
       deploy_dir: deploy
diff --git a/.github/scripts/get_base_outputs.py b/.github/scripts/get_base_outputs.py
index 7acc79e14..2b0cdae74 100644
--- a/.github/scripts/get_base_outputs.py
+++ b/.github/scripts/get_base_outputs.py
@@ -39,56 +39,35 @@ def main():
 
     # Initialize Terraform to access remote state
     print(f"Initializing Terraform in {deploy_path}...")
-    try:
-        subprocess.run(
-            ["terraform", "init", "-upgrade"],
-            cwd=str(deploy_path),
-            check=True,
-            env={**os.environ, "TF_INPUT": "0"},
-        )
-    except subprocess.CalledProcessError as e:
-        print(f"Error: Terraform init failed with exit code {e.returncode}")
-        sys.exit(1)
-
-    # Wrap outputs in a try/except to handle missing state gracefully
-    try:
-        print("Fetching outputs from Terraform state...")
-        
-        # Retrieve vpc_id
-        result_vpc = subprocess.run(
-            ["terraform", "output", "-raw", "vpc_id"],
-            cwd=str(deploy_path),
-            check=True,
-            capture_output=True,
-            text=True,
-        )
-        vpc_id = result_vpc.stdout.strip()
+    subprocess.run(
+        ["terraform", "init", "-upgrade"],
+        cwd=str(deploy_path),
+        check=True,
+        env={**os.environ, "TF_INPUT": "0"},
+    )
 
-        # Retrieve private_subnet_ids (JSON array)
-        result_subnet = subprocess.run(
-            ["terraform", "output", "-json", "private_subnet_ids"],
-            cwd=str(deploy_path),
-            check=True,
-            capture_output=True,
-            text=True,
-        )
-        private_subnet_ids = result_subnet.stdout.strip()
+    # Retrieve vpc_id
+    result = subprocess.run(
+        ["terraform", "output", "-raw", "vpc_id"],
+        cwd=str(deploy_path),
+        check=True,
+        capture_output=True,
+        text=True,
+    )
+    vpc_id = result.stdout.strip()
 
-    except subprocess.CalledProcessError as e:
-        print(f"\n❌ ERROR: Failed to retrieve Terraform outputs.")
-        print(f"Command run: {' '.join(e.cmd)}")
-        print(f"Terraform stderr: {e.stderr.strip() if e.stderr else 'No stderr output'}")
-        print("\nPossible causes:")
-        print("1. 'terraform apply' has not been run yet for the base deployment (no state file exists).")
-        print("2. The outputs 'vpc_id' or 'private_subnet_ids' are not defined in the Terraform configuration.")
-        sys.exit(1)
+    # Retrieve private_subnet_ids (JSON array)
+    result = subprocess.run(
+        ["terraform", "output", "-json", "private_subnet_ids"],
+        cwd=str(deploy_path),
+        check=True,
+        capture_output=True,
+        text=True,
+    )
+    private_subnet_ids = result.stdout.strip()
 
-    # Validate JSON
-    try:
-        json.loads(private_subnet_ids)  # ensure valid JSON
-    except json.JSONDecodeError:
-        print(f"Error: private_subnet_ids is not valid JSON. Received: {private_subnet_ids}")
-        sys.exit(1)
+    # Validate
+    json.loads(private_subnet_ids)  # ensure valid JSON
 
     print(f"VPC ID: {vpc_id}")
     print(f"Private Subnet IDs: {private_subnet_ids}")
@@ -105,4 +84,4 @@ def main():
 
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()

From 5d2f15893c8770608007dd65d71e1e7430d0dba7 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Thu, 7 May 2026 10:14:28 +0530
Subject: [PATCH 08/67] fix: increase memory size for Redis Lambda functions to
 improve performance

---
 examples/aws-serverless/adk/deploy/main.tf    | 2 +-
 examples/aws-serverless/openai/deploy/main.tf | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/aws-serverless/adk/deploy/main.tf b/examples/aws-serverless/adk/deploy/main.tf
index 5d3bd427f..7224198fc 100644
--- a/examples/aws-serverless/adk/deploy/main.tf
+++ b/examples/aws-serverless/adk/deploy/main.tf
@@ -15,7 +15,7 @@ module "serverless_agents" {
   region               = var.region
   vpc_id               = var.vpc_id
   private_subnet_ids   = var.private_subnet_ids
-  memory_size          = 512
+  memory_size          = 1024
   timeout              = 60
   product_display_name = "AK Google ADK Serverless Example"
 
diff --git a/examples/aws-serverless/openai/deploy/main.tf b/examples/aws-serverless/openai/deploy/main.tf
index 60da29760..875ec1899 100644
--- a/examples/aws-serverless/openai/deploy/main.tf
+++ b/examples/aws-serverless/openai/deploy/main.tf
@@ -12,7 +12,7 @@ module "serverless_agents" {
   module_name          = var.module_name
   package_path         = "../dist"
   package_type         = "Image"
-  memory_size          = 256
+  memory_size          = 1024
   create_redis_cluster = true
   product_display_name = "AK OpenAI Serverless Example"
   region               = var.region

From 6dd6a391b0691c0185dbb2b565c4979825909e9e Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Thu, 7 May 2026 11:02:28 +0530
Subject: [PATCH 09/67] fix: update model version and refine instructions for
 math agents

Co-authored-by: Copilot <copilot@github.com>
---
 examples/aws-serverless/adk/lambda.py    | 8 ++++----
 examples/aws-serverless/crewai/lambda.py | 4 +++-
 examples/aws-serverless/openai/lambda.py | 5 ++++-
 3 files changed, 11 insertions(+), 6 deletions(-)

diff --git a/examples/aws-serverless/adk/lambda.py b/examples/aws-serverless/adk/lambda.py
index 0d91f2381..45a040676 100644
--- a/examples/aws-serverless/adk/lambda.py
+++ b/examples/aws-serverless/adk/lambda.py
@@ -6,11 +6,11 @@
 # Math specialist agent
 math_agent = Agent(
     name="math",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-2025-04-14"),
     description="Specialist agent for math questions",
     instruction="""
     You provide help with math problems.
-    Explain your reasoning at each step and include examples.
+    no reasoning and no need for steps explanation. Just give the final answer.
     If prompted for anything else you refuse to answer.
     """,
 )
@@ -18,7 +18,7 @@
 # General purpose agent
 history_agent = Agent(
     name="history",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-2025-04-14"),
     description="Agent for history questions",
     instruction="""
     You provide assistance with history queries.
@@ -28,7 +28,7 @@
 
 triage_agent = LlmAgent(
     name="triage",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-2025-04-14"),
     description="Agent that routes the user to the appropriate specialist agent (math or history).",
     instruction="""
     You determine which agent to use based on the user's question.
diff --git a/examples/aws-serverless/crewai/lambda.py b/examples/aws-serverless/crewai/lambda.py
index df826b787..284af3caa 100644
--- a/examples/aws-serverless/crewai/lambda.py
+++ b/examples/aws-serverless/crewai/lambda.py
@@ -6,9 +6,10 @@
 math_agent = Agent(
     role="math",
     goal="Specialist agent for math questions",
-    backstory="You provide help with math problems. Explain your reasoning at each step and include examples. \
+    backstory="You provide help with math problems. no reasoning and no need for steps explanation. Just give the final answer. \
         If prompted for anything else you refuse to answer.",
     verbose=False,
+    model="openai/gpt-4.1-2025-04-14",
 )
 
 history_agent = Agent(
@@ -16,6 +17,7 @@
     goal="Specialist agent for historical questions",
     backstory="You provide assistance with historical queries. Explain important events and context clearly.",
     verbose=False,
+    model="openai/gpt-4.1-2025-04-14",
 )
 
 CrewAIModule([math_agent, history_agent])
diff --git a/examples/aws-serverless/openai/lambda.py b/examples/aws-serverless/openai/lambda.py
index 3d919ce10..67ee8d8a6 100644
--- a/examples/aws-serverless/openai/lambda.py
+++ b/examples/aws-serverless/openai/lambda.py
@@ -7,20 +7,23 @@
 math_agent = Agent(
     name="math",
     handoff_description="Specialist agent for math questions",
-    instructions="You provide help with math problems. Explain your reasoning at each step and include examples. \
+    instructions="You provide help with math problems. no reasoning and no need for steps explanation. Just give the final answer. \
         If prompted for anything else you refuse to answer.",
+    model="openai/gpt-4.1-2025-04-14",
 )
 
 history_agent = Agent(
     name="history",
     handoff_description="Specialist agent for historical questions",
     instructions="You provide assistance with historical queries. Explain important events and context clearly.",
+    model="openai/gpt-4.1-2025-04-14",
 )
 
 triage_agent = Agent(
     name="triage",
     instructions="You determine which agent to use based on the user's question.",
     handoffs=[history_agent, math_agent],
+    model="openai/gpt-4.1-2025-04-14",
 )
 
 OpenAIModule([triage_agent, math_agent, history_agent])

From bebc63b34adc1abf3fcacff32c60edd6f3c6deaf Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Thu, 7 May 2026 17:27:49 +0530
Subject: [PATCH 10/67] fix: remove openai AWS serverless deployment from
 weekly test configuration

---
 .github/integration-test-config.yaml | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/.github/integration-test-config.yaml b/.github/integration-test-config.yaml
index 1276d5f9b..211226ced 100644
--- a/.github/integration-test-config.yaml
+++ b/.github/integration-test-config.yaml
@@ -51,10 +51,6 @@ weekly:
     #   deploy_dir: deploy
     
     # AWS Serverless
-
-    - type: aws-serverless
-      path: examples/aws-serverless/openai
-      deploy_dir: deploy
     - type: aws-serverless
       path: examples/aws-serverless/adk
       deploy_dir: deploy

From d32a28478088791c27ea229315ea4cfa1b37332a Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Fri, 8 May 2026 17:46:07 +0530
Subject: [PATCH 11/67] fix: disable tracing for CrewAI by setting environment
 variable

---
 examples/aws-serverless/crewai/lambda.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/examples/aws-serverless/crewai/lambda.py b/examples/aws-serverless/crewai/lambda.py
index 284af3caa..a36440ba6 100644
--- a/examples/aws-serverless/crewai/lambda.py
+++ b/examples/aws-serverless/crewai/lambda.py
@@ -1,5 +1,7 @@
 from agentkernel.aws import Lambda
 from agentkernel.crewai import CrewAIModule
+import os
+os.environ["CREWAI_TRACING_ENABLED"] = "false"
 
 from crewai import Agent
 

From 274586b6cd5c996164bbb06c930b6e88f1cc983a Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Fri, 8 May 2026 18:00:40 +0530
Subject: [PATCH 12/67] fix: disable tracing for math and history agents in
 Lambda

Co-authored-by: Copilot <copilot@github.com>
---
 examples/aws-serverless/crewai/lambda.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/examples/aws-serverless/crewai/lambda.py b/examples/aws-serverless/crewai/lambda.py
index a36440ba6..f369a8c58 100644
--- a/examples/aws-serverless/crewai/lambda.py
+++ b/examples/aws-serverless/crewai/lambda.py
@@ -11,6 +11,7 @@
     backstory="You provide help with math problems. no reasoning and no need for steps explanation. Just give the final answer. \
         If prompted for anything else you refuse to answer.",
     verbose=False,
+    tracing=False,
     model="openai/gpt-4.1-2025-04-14",
 )
 
@@ -19,6 +20,7 @@
     goal="Specialist agent for historical questions",
     backstory="You provide assistance with historical queries. Explain important events and context clearly.",
     verbose=False,
+    tracing=False,
     model="openai/gpt-4.1-2025-04-14",
 )
 

From c22ab9382c69c828f6374c96f16762b43f977b85 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Mon, 11 May 2026 10:50:43 +0530
Subject: [PATCH 13/67] fix: pin deps to avoid ExecutionInfo import error`

---
 .../aws-serverless/langgraph/pyproject.toml   |   6 +-
 examples/aws-serverless/langgraph/uv.lock     | 935 +-----------------
 2 files changed, 28 insertions(+), 913 deletions(-)

diff --git a/examples/aws-serverless/langgraph/pyproject.toml b/examples/aws-serverless/langgraph/pyproject.toml
index 607dd3181..0af4864d2 100644
--- a/examples/aws-serverless/langgraph/pyproject.toml
+++ b/examples/aws-serverless/langgraph/pyproject.toml
@@ -3,11 +3,15 @@ name = "aws-serverless-langgraph"
 version = "0.1.0"
 description = "Demo of LangGraph based agents running in Agent Kernel on AWS Lambda"
 readme = "README.md"
-requires-python = ">=3.12"
+requires-python = ">=3.12,<3.13"
 dependencies = [
     "agentkernel[langgraph,redis]>=0.3.3",
     "langchain-litellm>=0.2.2",
     "langchain-openai>=0.3.28",
+    "langgraph>=1.0.5,<1.1",
+    "langgraph-checkpoint>=2.1.0,<5",
+    "langgraph-prebuilt>=1.0.2,<1.1",
+    "langgraph-sdk>=0.3.0,<0.4",
     "langgraph-supervisor>=0.0.29",
     "openai>=1.99.1",
 ]
diff --git a/examples/aws-serverless/langgraph/uv.lock b/examples/aws-serverless/langgraph/uv.lock
index 25fbaea66..9e3c73c7d 100644
--- a/examples/aws-serverless/langgraph/uv.lock
+++ b/examples/aws-serverless/langgraph/uv.lock
@@ -1,16 +1,10 @@
 version = 1
 revision = 3
-requires-python = ">=3.12"
+requires-python = "==3.12.*"
 resolution-markers = [
-    "python_full_version >= '3.14' and sys_platform == 'win32'",
-    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version == '3.13.*' and sys_platform == 'win32'",
-    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
-    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version < '3.13' and sys_platform == 'win32'",
-    "python_full_version < '3.13' and sys_platform == 'emscripten'",
-    "python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "sys_platform == 'win32'",
+    "sys_platform == 'emscripten'",
+    "sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 
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 [[package]]
@@ -118,7 +95,7 @@ version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "frozenlist" },
-    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+    { name = "typing-extensions" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/61/62/06741b579156360248d1ec624842ad0edf697050bbaf7c3e46394e106ad1/aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7", size = 25007, upload-time = "2025-07-03T22:54:43.528Z" }
 wheels = [
@@ -150,7 +127,7 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "idna" },
     { name = "sniffio" },
-    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+    { name = "typing-extensions" },
 ]
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@@ -183,6 +160,10 @@ dependencies = [
     { name = "agentkernel", extra = ["langgraph", "redis"] },
     { name = "langchain-litellm" },
     { name = "langchain-openai" },
+    { name = "langgraph" },
+    { name = "langgraph-checkpoint" },
+    { name = "langgraph-prebuilt" },
+    { name = "langgraph-sdk" },
     { name = "langgraph-supervisor" },
     { name = "openai" },
 ]
@@ -200,6 +181,10 @@ requires-dist = [
     { name = "agentkernel", extras = ["langgraph", "redis"], specifier = ">=0.3.3" },
     { name = "langchain-litellm", specifier = ">=0.2.2" },
     { name = "langchain-openai", specifier = ">=0.3.28" },
+    { name = "langgraph", specifier = ">=1.0.5,<1.1" },
+    { name = "langgraph-checkpoint", specifier = ">=2.1.0,<5" },
+    { name = "langgraph-prebuilt", specifier = ">=1.0.2,<1.1" },
+    { name = "langgraph-sdk", specifier = ">=0.3.0,<0.4" },
     { name = "langgraph-supervisor", specifier = ">=0.0.29" },
     { name = "openai", specifier = ">=1.99.1" },
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From 5caff09cd9fe3d147a4e11f9b165303c76309878 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Mon, 11 May 2026 11:13:33 +0530
Subject: [PATCH 14/67] fix: pin langgraph dependencies to specific versions to
 resolve compatibility issues

---
 .../aws-serverless/langgraph/pyproject.toml   |  8 +--
 examples/aws-serverless/langgraph/uv.lock     | 57 ++++++++++---------
 2 files changed, 33 insertions(+), 32 deletions(-)

diff --git a/examples/aws-serverless/langgraph/pyproject.toml b/examples/aws-serverless/langgraph/pyproject.toml
index 0af4864d2..1acd515e6 100644
--- a/examples/aws-serverless/langgraph/pyproject.toml
+++ b/examples/aws-serverless/langgraph/pyproject.toml
@@ -8,10 +8,10 @@ dependencies = [
     "agentkernel[langgraph,redis]>=0.3.3",
     "langchain-litellm>=0.2.2",
     "langchain-openai>=0.3.28",
-    "langgraph>=1.0.5,<1.1",
-    "langgraph-checkpoint>=2.1.0,<5",
-    "langgraph-prebuilt>=1.0.2,<1.1",
-    "langgraph-sdk>=0.3.0,<0.4",
+    "langgraph==1.0.5",                    
+    "langgraph-checkpoint==3.0.1",
+    "langgraph-prebuilt==1.0.5",           
+    "langgraph-sdk==0.3.1",
     "langgraph-supervisor>=0.0.29",
     "openai>=1.99.1",
 ]
diff --git a/examples/aws-serverless/langgraph/uv.lock b/examples/aws-serverless/langgraph/uv.lock
index 9e3c73c7d..ea89a3d67 100644
--- a/examples/aws-serverless/langgraph/uv.lock
+++ b/examples/aws-serverless/langgraph/uv.lock
@@ -181,10 +181,10 @@ requires-dist = [
     { name = "agentkernel", extras = ["langgraph", "redis"], specifier = ">=0.3.3" },
     { name = "langchain-litellm", specifier = ">=0.2.2" },
     { name = "langchain-openai", specifier = ">=0.3.28" },
-    { name = "langgraph", specifier = ">=1.0.5,<1.1" },
-    { name = "langgraph-checkpoint", specifier = ">=2.1.0,<5" },
-    { name = "langgraph-prebuilt", specifier = ">=1.0.2,<1.1" },
-    { name = "langgraph-sdk", specifier = ">=0.3.0,<0.4" },
+    { name = "langgraph", specifier = "==1.0.5" },
+    { name = "langgraph-checkpoint", specifier = "==3.0.1" },
+    { name = "langgraph-prebuilt", specifier = "==1.0.5" },
+    { name = "langgraph-sdk", specifier = "==0.3.1" },
     { name = "langgraph-supervisor", specifier = ">=0.0.29" },
     { name = "openai", specifier = ">=1.99.1" },
 ]
@@ -803,7 +803,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "1.0.6"
+version = "1.0.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "langchain-core" },
@@ -813,48 +813,48 @@ dependencies = [
     { name = "pydantic" },
     { name = "xxhash" },
 ]
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+    { url = "https://files.pythonhosted.org/packages/23/1b/e318ee76e42d28f515d87356ac5bd7a7acc8bad3b8f54ee377bef62e1cbf/langgraph-1.0.5-py3-none-any.whl", hash = "sha256:b4cfd173dca3c389735b47228ad8b295e6f7b3df779aba3a1e0c23871f81281e", size = 157056, upload-time = "2025-12-12T23:05:46.499Z" },
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 [[package]]
 name = "langgraph-checkpoint"
-version = "2.1.1"
+version = "3.0.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "langchain-core" },
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From e2e12be9be12ebeb7b4be3cc6b372b6021a6ebfe Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Mon, 11 May 2026 12:03:41 +0530
Subject: [PATCH 15/67] fix: update langchain-openai version and add langsmith
 dependency

---
 .../aws-serverless/langgraph/pyproject.toml     |  9 +++++----
 examples/aws-serverless/langgraph/uv.lock       | 17 ++++++++++-------
 2 files changed, 15 insertions(+), 11 deletions(-)

diff --git a/examples/aws-serverless/langgraph/pyproject.toml b/examples/aws-serverless/langgraph/pyproject.toml
index 1acd515e6..64e4d22e9 100644
--- a/examples/aws-serverless/langgraph/pyproject.toml
+++ b/examples/aws-serverless/langgraph/pyproject.toml
@@ -7,13 +7,14 @@ requires-python = ">=3.12,<3.13"
 dependencies = [
     "agentkernel[langgraph,redis]>=0.3.3",
     "langchain-litellm>=0.2.2",
-    "langchain-openai>=0.3.28",
-    "langgraph==1.0.5",                    
+    "langchain-openai==1.1.6",
+    "langgraph==1.0.5",           
     "langgraph-checkpoint==3.0.1",
-    "langgraph-prebuilt==1.0.5",           
+    "langgraph-prebuilt==1.0.5",  
     "langgraph-sdk==0.3.1",
     "langgraph-supervisor>=0.0.29",
-    "openai>=1.99.1",
+    "langsmith==0.5.0",
+    "openai>=1.99.1",             
 ]
 
 [dependency-groups]
diff --git a/examples/aws-serverless/langgraph/uv.lock b/examples/aws-serverless/langgraph/uv.lock
index ea89a3d67..b71450bd8 100644
--- a/examples/aws-serverless/langgraph/uv.lock
+++ b/examples/aws-serverless/langgraph/uv.lock
@@ -165,6 +165,7 @@ dependencies = [
     { name = "langgraph-prebuilt" },
     { name = "langgraph-sdk" },
     { name = "langgraph-supervisor" },
+    { name = "langsmith" },
     { name = "openai" },
 ]
 
@@ -180,12 +181,13 @@ dev = [
 requires-dist = [
     { name = "agentkernel", extras = ["langgraph", "redis"], specifier = ">=0.3.3" },
     { name = "langchain-litellm", specifier = ">=0.2.2" },
-    { name = "langchain-openai", specifier = ">=0.3.28" },
+    { name = "langchain-openai", specifier = "==1.1.6" },
     { name = "langgraph", specifier = "==1.0.5" },
     { name = "langgraph-checkpoint", specifier = "==3.0.1" },
     { name = "langgraph-prebuilt", specifier = "==1.0.5" },
     { name = "langgraph-sdk", specifier = "==0.3.1" },
     { name = "langgraph-supervisor", specifier = ">=0.0.29" },
+    { name = "langsmith", specifier = "==0.5.0" },
     { name = "openai", specifier = ">=1.99.1" },
 ]
 
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@@ -881,11 +883,12 @@ dependencies = [
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     { name = "requests" },
     { name = "requests-toolbelt" },
+    { name = "uuid-utils" },
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 [[package]]

From 4f3a41a9b3db693c8958a5cd59c877c92121d71c Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Mon, 11 May 2026 12:09:36 +0530
Subject: [PATCH 16/67] fix: remove redundant import of os in lambda.py

---
 examples/aws-serverless/crewai/lambda.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/examples/aws-serverless/crewai/lambda.py b/examples/aws-serverless/crewai/lambda.py
index f369a8c58..4fe586c65 100644
--- a/examples/aws-serverless/crewai/lambda.py
+++ b/examples/aws-serverless/crewai/lambda.py
@@ -1,6 +1,8 @@
+import os
+
 from agentkernel.aws import Lambda
 from agentkernel.crewai import CrewAIModule
-import os
+
 os.environ["CREWAI_TRACING_ENABLED"] = "false"
 
 from crewai import Agent

From 366b62ec639f4e3d0583b37d3493034ccc1517a1 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Mon, 11 May 2026 15:21:24 +0530
Subject: [PATCH 17/67] fix: comment out redundant pip install command in build
 scripts

---
 examples/aws-serverless/crewai/build.sh    | 2 +-
 examples/aws-serverless/langgraph/build.sh | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/aws-serverless/crewai/build.sh b/examples/aws-serverless/crewai/build.sh
index 40bc68141..eeec3dcad 100755
--- a/examples/aws-serverless/crewai/build.sh
+++ b/examples/aws-serverless/crewai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
+  # uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/langgraph/build.sh b/examples/aws-serverless/langgraph/build.sh
index 009f97bc3..8dd1c5caa 100755
--- a/examples/aws-serverless/langgraph/build.sh
+++ b/examples/aws-serverless/langgraph/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
+  # uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
 fi
\ No newline at end of file

From 5f00e3093b4febbcfb56480ca5ab30a9cd0c1551 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Mon, 11 May 2026 16:51:39 +0530
Subject: [PATCH 18/67] update deploysh na dbuildsh

---
 examples/aws-serverless/crewai/build.sh            | 3 +--
 examples/aws-serverless/crewai/deploy/deploy.sh    | 3 +--
 examples/aws-serverless/langgraph/build.sh         | 3 +--
 examples/aws-serverless/langgraph/deploy/deploy.sh | 3 +--
 4 files changed, 4 insertions(+), 8 deletions(-)

diff --git a/examples/aws-serverless/crewai/build.sh b/examples/aws-serverless/crewai/build.sh
index eeec3dcad..02e8acb5b 100755
--- a/examples/aws-serverless/crewai/build.sh
+++ b/examples/aws-serverless/crewai/build.sh
@@ -11,6 +11,5 @@ if [[ ${1-} != "local" ]]; then
   uv sync --all-extras
 else
   # For local development of agentkernel, you can force reinstall from local dist
-  uv sync --find-links ../../../ak-py/dist --all-extras
-  # uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
+    uv sync --force-reinstall --find-links ../../../ak-py/dist --all-extras
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/crewai/deploy/deploy.sh b/examples/aws-serverless/crewai/deploy/deploy.sh
index f13ff12b0..d52c70cf5 100755
--- a/examples/aws-serverless/crewai/deploy/deploy.sh
+++ b/examples/aws-serverless/crewai/deploy/deploy.sh
@@ -9,8 +9,7 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
+      uv sync --force-reinstall --find-links ../../../ak-py/dist --all-extras
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/langgraph/build.sh b/examples/aws-serverless/langgraph/build.sh
index 8dd1c5caa..c324c9c2a 100755
--- a/examples/aws-serverless/langgraph/build.sh
+++ b/examples/aws-serverless/langgraph/build.sh
@@ -11,6 +11,5 @@ if [[ ${1-} != "local" ]]; then
   uv sync --all-extras
 else
   # For local development of agentkernel, you can force reinstall from local dist
-  uv sync --find-links ../../../ak-py/dist --all-extras
-  # uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
+  uv sync --force-reinstall --find-links ../../../ak-py/dist --all-extras
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/langgraph/deploy/deploy.sh b/examples/aws-serverless/langgraph/deploy/deploy.sh
index 9ac8e8f09..ffd461369 100755
--- a/examples/aws-serverless/langgraph/deploy/deploy.sh
+++ b/examples/aws-serverless/langgraph/deploy/deploy.sh
@@ -9,8 +9,7 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[langgraph,redis,test] || true
+      uv sync --force-reinstall --find-links ../../../ak-py/dist --all-extras
     fi
     cp -r lambda.py custom_agent.py config.yaml dist/data
     popd || exit 1

From 2144af13b2ff4f7fb78304022c08718f65bfc71a Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Mon, 11 May 2026 18:05:33 +0530
Subject: [PATCH 19/67] fix: update deployment scripts to use frozen
 requirements for consistent package installation

---
 examples/aws-serverless/crewai/deploy/deploy.sh    | 4 ++--
 examples/aws-serverless/langgraph/deploy/deploy.sh | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/examples/aws-serverless/crewai/deploy/deploy.sh b/examples/aws-serverless/crewai/deploy/deploy.sh
index d52c70cf5..f00b2304a 100755
--- a/examples/aws-serverless/crewai/deploy/deploy.sh
+++ b/examples/aws-serverless/crewai/deploy/deploy.sh
@@ -5,11 +5,11 @@ create_deployment_package() {
     pushd ../
     rm -rf dist
     mkdir -p dist/data
-    uv export --no-hashes > requirements.txt
+    uv export --frozen --no-hashes > requirements.txt
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv sync --force-reinstall --find-links ../../../ak-py/dist --all-extras
+      uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/langgraph/deploy/deploy.sh b/examples/aws-serverless/langgraph/deploy/deploy.sh
index ffd461369..17bd0137b 100755
--- a/examples/aws-serverless/langgraph/deploy/deploy.sh
+++ b/examples/aws-serverless/langgraph/deploy/deploy.sh
@@ -5,11 +5,11 @@ create_deployment_package() {
     pushd ../
     rm -rf dist
     mkdir -p dist/data
-    uv export --no-hashes > requirements.txt
+    uv export --frozen --no-hashes > requirements.txt
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv sync --force-reinstall --find-links ../../../ak-py/dist --all-extras
+      uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
     fi
     cp -r lambda.py custom_agent.py config.yaml dist/data
     popd || exit 1

From d9c58afd6a769b045b5756c0ac88512560e30486 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 10:20:43 +0530
Subject: [PATCH 20/67] fix: update agent models to use 'gpt-4.1-mini' and
 increase memory size for serverless deployments

---
 examples/aws-serverless/adk/lambda.py            | 6 +++---
 examples/aws-serverless/crewai/deploy/main.tf    | 2 +-
 examples/aws-serverless/crewai/lambda.py         | 4 ++--
 examples/aws-serverless/langgraph/deploy/main.tf | 2 +-
 examples/aws-serverless/langgraph/lambda.py      | 2 +-
 examples/aws-serverless/openai/lambda.py         | 6 +++---
 scripts/tf_deploy/.terraform/modules/redis       | 1 +
 7 files changed, 12 insertions(+), 11 deletions(-)
 create mode 160000 scripts/tf_deploy/.terraform/modules/redis

diff --git a/examples/aws-serverless/adk/lambda.py b/examples/aws-serverless/adk/lambda.py
index 45a040676..11518d869 100644
--- a/examples/aws-serverless/adk/lambda.py
+++ b/examples/aws-serverless/adk/lambda.py
@@ -6,7 +6,7 @@
 # Math specialist agent
 math_agent = Agent(
     name="math",
-    model=LiteLlm(model="openai/gpt-4.1-2025-04-14"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Specialist agent for math questions",
     instruction="""
     You provide help with math problems.
@@ -18,7 +18,7 @@
 # General purpose agent
 history_agent = Agent(
     name="history",
-    model=LiteLlm(model="openai/gpt-4.1-2025-04-14"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Agent for history questions",
     instruction="""
     You provide assistance with history queries.
@@ -28,7 +28,7 @@
 
 triage_agent = LlmAgent(
     name="triage",
-    model=LiteLlm(model="openai/gpt-4.1-2025-04-14"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Agent that routes the user to the appropriate specialist agent (math or history).",
     instruction="""
     You determine which agent to use based on the user's question.
diff --git a/examples/aws-serverless/crewai/deploy/main.tf b/examples/aws-serverless/crewai/deploy/main.tf
index 7c320c2b6..10a5736e7 100644
--- a/examples/aws-serverless/crewai/deploy/main.tf
+++ b/examples/aws-serverless/crewai/deploy/main.tf
@@ -15,7 +15,7 @@ module "serverless_agents" {
   region               = var.region
   vpc_id               = var.vpc_id
   private_subnet_ids   = var.private_subnet_ids
-  memory_size          = 512
+  memory_size          = 1024
   timeout              = 60
   product_display_name = "AK CrewAI Serverless Example"
 
diff --git a/examples/aws-serverless/crewai/lambda.py b/examples/aws-serverless/crewai/lambda.py
index 4fe586c65..fecb2b239 100644
--- a/examples/aws-serverless/crewai/lambda.py
+++ b/examples/aws-serverless/crewai/lambda.py
@@ -14,7 +14,7 @@
         If prompted for anything else you refuse to answer.",
     verbose=False,
     tracing=False,
-    model="openai/gpt-4.1-2025-04-14",
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = Agent(
@@ -23,7 +23,7 @@
     backstory="You provide assistance with historical queries. Explain important events and context clearly.",
     verbose=False,
     tracing=False,
-    model="openai/gpt-4.1-2025-04-14",
+    model="openai/gpt-4.1-mini",
 )
 
 CrewAIModule([math_agent, history_agent])
diff --git a/examples/aws-serverless/langgraph/deploy/main.tf b/examples/aws-serverless/langgraph/deploy/main.tf
index abec26c03..a78d2c603 100644
--- a/examples/aws-serverless/langgraph/deploy/main.tf
+++ b/examples/aws-serverless/langgraph/deploy/main.tf
@@ -15,7 +15,7 @@ module "serverless_agents" {
   region               = var.region
   vpc_id               = var.vpc_id
   private_subnet_ids   = var.private_subnet_ids
-  memory_size          = 512
+  memory_size          = 1024
   product_display_name = "AK Langraph Serverless Example"
 
   # Environment variables passed to lambda
diff --git a/examples/aws-serverless/langgraph/lambda.py b/examples/aws-serverless/langgraph/lambda.py
index 536cdaca8..ac0247dc7 100644
--- a/examples/aws-serverless/langgraph/lambda.py
+++ b/examples/aws-serverless/langgraph/lambda.py
@@ -6,7 +6,7 @@
 from custom_agent import CustomAgent
 from langgraph.prebuilt import create_react_agent
 
-model = ChatOpenAI(model="gpt-4o-mini", temperature=0.0)
+model = ChatOpenAI(model="gpt-4.1-mini", temperature=0.0)
 
 # Math agent: Handles mathematical problems and calculations
 # Uses LangGraph's ReAct framework to provide step-by-step mathematical solutions
diff --git a/examples/aws-serverless/openai/lambda.py b/examples/aws-serverless/openai/lambda.py
index 67ee8d8a6..a35cd46e5 100644
--- a/examples/aws-serverless/openai/lambda.py
+++ b/examples/aws-serverless/openai/lambda.py
@@ -9,21 +9,21 @@
     handoff_description="Specialist agent for math questions",
     instructions="You provide help with math problems. no reasoning and no need for steps explanation. Just give the final answer. \
         If prompted for anything else you refuse to answer.",
-    model="openai/gpt-4.1-2025-04-14",
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = Agent(
     name="history",
     handoff_description="Specialist agent for historical questions",
     instructions="You provide assistance with historical queries. Explain important events and context clearly.",
-    model="openai/gpt-4.1-2025-04-14",
+    model="openai/gpt-4.1-mini",
 )
 
 triage_agent = Agent(
     name="triage",
     instructions="You determine which agent to use based on the user's question.",
     handoffs=[history_agent, math_agent],
-    model="openai/gpt-4.1-2025-04-14",
+    model="openai/gpt-4.1-mini",
 )
 
 OpenAIModule([triage_agent, math_agent, history_agent])
diff --git a/scripts/tf_deploy/.terraform/modules/redis b/scripts/tf_deploy/.terraform/modules/redis
new file mode 160000
index 000000000..ae81e28b8
--- /dev/null
+++ b/scripts/tf_deploy/.terraform/modules/redis
@@ -0,0 +1 @@
+Subproject commit ae81e28b8ab9ba3798297f2089b53ab46b6a7a3b

From 25309ab2b9c77065a994e74d03f415985179379c Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 11:38:10 +0530
Subject: [PATCH 21/67] fix: update test assertion for math agent response

---
 examples/aws-serverless/crewai/lambda_test.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/aws-serverless/crewai/lambda_test.py b/examples/aws-serverless/crewai/lambda_test.py
index ac5aa6a16..d5c001fde 100644
--- a/examples/aws-serverless/crewai/lambda_test.py
+++ b/examples/aws-serverless/crewai/lambda_test.py
@@ -42,4 +42,4 @@ async def http_client():
 @pytest.mark.order(1)
 async def test_math_agent(http_client):
     response = await http_client.send("What is 23 multiplied by 17?")
-    Test.compare(response, ["23 multiplied by 17 equals 391"])
+    Test.compare(response, ["391"])

From 6aa9df49af8bab6bf603abd4c27e3c72efaa7fe8 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 12:20:31 +0530
Subject: [PATCH 22/67] fix: remove frozen option from requirements export in
 deployment scripts

---
 examples/aws-serverless/crewai/deploy/deploy.sh    | 2 +-
 examples/aws-serverless/langgraph/deploy/deploy.sh | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/aws-serverless/crewai/deploy/deploy.sh b/examples/aws-serverless/crewai/deploy/deploy.sh
index f00b2304a..366b9a7b2 100755
--- a/examples/aws-serverless/crewai/deploy/deploy.sh
+++ b/examples/aws-serverless/crewai/deploy/deploy.sh
@@ -5,7 +5,7 @@ create_deployment_package() {
     pushd ../
     rm -rf dist
     mkdir -p dist/data
-    uv export --frozen --no-hashes > requirements.txt
+    uv export --no-hashes > requirements.txt
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
diff --git a/examples/aws-serverless/langgraph/deploy/deploy.sh b/examples/aws-serverless/langgraph/deploy/deploy.sh
index 17bd0137b..867dc83b1 100755
--- a/examples/aws-serverless/langgraph/deploy/deploy.sh
+++ b/examples/aws-serverless/langgraph/deploy/deploy.sh
@@ -5,7 +5,7 @@ create_deployment_package() {
     pushd ../
     rm -rf dist
     mkdir -p dist/data
-    uv export --frozen --no-hashes > requirements.txt
+    uv export --no-hashes > requirements.txt
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else

From fa9b8f62dcbff0e4e36481f29df526be3922bef6 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 13:47:41 +0530
Subject: [PATCH 23/67] fix: restore aws-containerized tests in weekly schedule

---
 .github/integration-test-config.yaml | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/.github/integration-test-config.yaml b/.github/integration-test-config.yaml
index 211226ced..7efa15e12 100644
--- a/.github/integration-test-config.yaml
+++ b/.github/integration-test-config.yaml
@@ -37,18 +37,18 @@ weekly:
   # then each project is deployed and tested
   tests:
     #AWS Containerized
-    # - type: aws-containerized
-    #   path: examples/aws-containerized/adk
-    #   deploy_dir: deploy
-    # - type: aws-containerized
-    #   path: examples/aws-containerized/openai-dynamodb
-    #   deploy_dir: deploy
-    # - type: aws-containerized
-    #   path: examples/aws-containerized/crewai
-    #   deploy_dir: deploy
-    # - type: aws-containerized
-    #   path: examples/aws-containerized/mcp/multi
-    #   deploy_dir: deploy
+    - type: aws-containerized
+      path: examples/aws-containerized/adk
+      deploy_dir: deploy
+    - type: aws-containerized
+      path: examples/aws-containerized/openai-dynamodb
+      deploy_dir: deploy
+    - type: aws-containerized
+      path: examples/aws-containerized/crewai
+      deploy_dir: deploy
+    - type: aws-containerized
+      path: examples/aws-containerized/mcp/multi
+      deploy_dir: deploy
     
     # AWS Serverless
     - type: aws-serverless

From 9c2df0bf4e2c6303cb6901ea51eaa558351fa3b4 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 14:33:02 +0530
Subject: [PATCH 24/67] fix: remove unused Redis module from Terraform
 deployment

---
 scripts/tf_deploy/.terraform/modules/redis | 1 -
 1 file changed, 1 deletion(-)
 delete mode 160000 scripts/tf_deploy/.terraform/modules/redis

diff --git a/scripts/tf_deploy/.terraform/modules/redis b/scripts/tf_deploy/.terraform/modules/redis
deleted file mode 160000
index ae81e28b8..000000000
--- a/scripts/tf_deploy/.terraform/modules/redis
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit ae81e28b8ab9ba3798297f2089b53ab46b6a7a3b

From b226bc91655b6c9582eac346462f453305aa64ba Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 15:15:57 +0530
Subject: [PATCH 25/67] fix: update build scripts to ensure proper Redis
 installation for serverless deployments

---
 examples/aws-serverless/crewai/build.sh    | 3 ++-
 examples/aws-serverless/langgraph/build.sh | 3 ++-
 2 files changed, 4 insertions(+), 2 deletions(-)

diff --git a/examples/aws-serverless/crewai/build.sh b/examples/aws-serverless/crewai/build.sh
index 02e8acb5b..40bc68141 100755
--- a/examples/aws-serverless/crewai/build.sh
+++ b/examples/aws-serverless/crewai/build.sh
@@ -11,5 +11,6 @@ if [[ ${1-} != "local" ]]; then
   uv sync --all-extras
 else
   # For local development of agentkernel, you can force reinstall from local dist
-    uv sync --force-reinstall --find-links ../../../ak-py/dist --all-extras
+  uv sync --find-links ../../../ak-py/dist --all-extras
+  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/langgraph/build.sh b/examples/aws-serverless/langgraph/build.sh
index c324c9c2a..f53693bb4 100755
--- a/examples/aws-serverless/langgraph/build.sh
+++ b/examples/aws-serverless/langgraph/build.sh
@@ -11,5 +11,6 @@ if [[ ${1-} != "local" ]]; then
   uv sync --all-extras
 else
   # For local development of agentkernel, you can force reinstall from local dist
-  uv sync --force-reinstall --find-links ../../../ak-py/dist --all-extras
+  uv sync --find-links ../../../ak-py/dist --all-extras 
+  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
 fi
\ No newline at end of file

From 7c8b1ba3f29ae714ff0cf99b476994476a8b886d Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 15:26:42 +0530
Subject: [PATCH 26/67] fix: standardize agent instructions for math questions
 across implementations

---
 examples/aws-serverless/adk/lambda.py    | 4 ++--
 examples/aws-serverless/crewai/lambda.py | 4 ++--
 examples/aws-serverless/openai/lambda.py | 2 +-
 3 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/examples/aws-serverless/adk/lambda.py b/examples/aws-serverless/adk/lambda.py
index 11518d869..51670e79b 100644
--- a/examples/aws-serverless/adk/lambda.py
+++ b/examples/aws-serverless/adk/lambda.py
@@ -10,8 +10,8 @@
     description="Specialist agent for math questions",
     instruction="""
     You provide help with math problems.
-    no reasoning and no need for steps explanation. Just give the final answer.
-    If prompted for anything else you refuse to answer.
+    Do not provide reasoning or step-by-step explanations. Just give the final answer.
+    If prompted for anything else, refuse to answer.
     """,
 )
 
diff --git a/examples/aws-serverless/crewai/lambda.py b/examples/aws-serverless/crewai/lambda.py
index fecb2b239..3177debe9 100644
--- a/examples/aws-serverless/crewai/lambda.py
+++ b/examples/aws-serverless/crewai/lambda.py
@@ -10,8 +10,8 @@
 math_agent = Agent(
     role="math",
     goal="Specialist agent for math questions",
-    backstory="You provide help with math problems. no reasoning and no need for steps explanation. Just give the final answer. \
-        If prompted for anything else you refuse to answer.",
+    backstory="You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.",
     verbose=False,
     tracing=False,
     model="openai/gpt-4.1-mini",
diff --git a/examples/aws-serverless/openai/lambda.py b/examples/aws-serverless/openai/lambda.py
index a35cd46e5..a17c7fc1a 100644
--- a/examples/aws-serverless/openai/lambda.py
+++ b/examples/aws-serverless/openai/lambda.py
@@ -8,7 +8,7 @@
     name="math",
     handoff_description="Specialist agent for math questions",
     instructions="You provide help with math problems. no reasoning and no need for steps explanation. Just give the final answer. \
-        If prompted for anything else you refuse to answer.",
+        If asked about anything else, refuse to answer.",
     model="openai/gpt-4.1-mini",
 )
 

From 43fd47a62a938ef9c42cfddd3d6f48c429c6874b Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 15:30:08 +0530
Subject: [PATCH 27/67] fix: move CREWAI_TRACING_ENABLED environment variable
 setting to the top of the file

---
 examples/aws-serverless/crewai/lambda.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/aws-serverless/crewai/lambda.py b/examples/aws-serverless/crewai/lambda.py
index 3177debe9..f83d672b8 100644
--- a/examples/aws-serverless/crewai/lambda.py
+++ b/examples/aws-serverless/crewai/lambda.py
@@ -1,10 +1,10 @@
 import os
 
+os.environ["CREWAI_TRACING_ENABLED"] = "false"
+
 from agentkernel.aws import Lambda
 from agentkernel.crewai import CrewAIModule
 
-os.environ["CREWAI_TRACING_ENABLED"] = "false"
-
 from crewai import Agent
 
 math_agent = Agent(

From c9fd522c672cf21444b80bf12a9aed574f923751 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 16:08:54 +0530
Subject: [PATCH 28/67] fix: update Redis connection URL in config and
 streamline deployment package script

---
 examples/aws-containerized/crewai/deploy/deploy.sh | 3 +--
 examples/aws-containerized/mcp/multi/config.yaml   | 2 +-
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/examples/aws-containerized/crewai/deploy/deploy.sh b/examples/aws-containerized/crewai/deploy/deploy.sh
index 54e69f1bf..ea9481ba1 100755
--- a/examples/aws-containerized/crewai/deploy/deploy.sh
+++ b/examples/aws-containerized/crewai/deploy/deploy.sh
@@ -9,8 +9,7 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,test] || true
+      uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/mcp/multi/config.yaml b/examples/aws-containerized/mcp/multi/config.yaml
index 30cefe970..4a1d2de23 100644
--- a/examples/aws-containerized/mcp/multi/config.yaml
+++ b/examples/aws-containerized/mcp/multi/config.yaml
@@ -13,6 +13,6 @@ session:
   type: redis
   redis:
     prefix: "ak:mcp-ecs:example:"
-    url: "redis://ak-adk-contd-dev-examples-redis.dirnvi.0001.use1.cache.amazonaws.com:6379"
+    url: "redis://ak-openai-serverless-dev-examples-redis.qaandw.0001.apse2.cache.amazonaws.com:6379"
 
     
\ No newline at end of file

From add948e8e7b874e0b4cdd470938c3f874e1f01fd Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 17:50:15 +0530
Subject: [PATCH 29/67] fix: add missing python-multipart dependency in
 pyproject.toml

---
 examples/aws-containerized/crewai/pyproject.toml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/examples/aws-containerized/crewai/pyproject.toml b/examples/aws-containerized/crewai/pyproject.toml
index a5594ce86..ef9b3bf93 100644
--- a/examples/aws-containerized/crewai/pyproject.toml
+++ b/examples/aws-containerized/crewai/pyproject.toml
@@ -7,6 +7,8 @@ requires-python = ">=3.12"
 dependencies = [
     "agentkernel[crewai,api,redis]>=0.4.0",
     "crewai==0.165.1"
+    "python-multipart"
+    
 ]
 
 [dependency-groups]
@@ -15,6 +17,7 @@ dev = [
     "black>=23.0.0",
     "isort>=5.0.0",
     "mypy>=1.0.0",
+    
 ]
 
 [tool.uv]

From d538d73326060774088fda1c3b9edef94bdbc83b Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 17:59:57 +0530
Subject: [PATCH 30/67] fix: update langgraph version to 1.0.5 in dependencies
 and lock files

---
 ak-py/pyproject.toml                          |  2 +-
 ak-py/uv.lock                                 | 20 +++++++++----------
 .../aws-serverless/langgraph/pyproject.toml   |  3 +--
 examples/aws-serverless/langgraph/uv.lock     |  2 --
 4 files changed, 12 insertions(+), 15 deletions(-)

diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index 3a08275c9..3d900501f 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -37,7 +37,7 @@ crewai = [
     "openinference-instrumentation-litellm>=0.1.28",
 ]
 langgraph = [
-    "langgraph~=1.0.5",
+    "langgraph==1.0.5",
     "langchain~=1.2.3",
     "langchain_community~=0.4.1",
     "litellm~=1.74.9"
diff --git a/ak-py/uv.lock b/ak-py/uv.lock
index 0a1e1c222..61838684c 100644
--- a/ak-py/uv.lock
+++ b/ak-py/uv.lock
@@ -206,7 +206,7 @@ requires-dist = [
     { name = "langchain", marker = "extra == 'langgraph'", specifier = "~=1.2.3" },
     { name = "langchain-community", marker = "extra == 'langgraph'", specifier = "~=0.4.1" },
     { name = "langfuse", marker = "extra == 'langfuse'", specifier = ">=4.2.0" },
-    { name = "langgraph", marker = "extra == 'langgraph'", specifier = "~=1.0.5" },
+    { name = "langgraph", marker = "extra == 'langgraph'", specifier = "==1.0.5" },
     { name = "litellm", marker = "extra == 'adk'", specifier = "~=1.74.3" },
     { name = "litellm", marker = "extra == 'langgraph'", specifier = "~=1.74.9" },
     { name = "litellm", marker = "extra == 'multimodal'", specifier = ">=1.74.9" },
@@ -2680,16 +2680,16 @@ wheels = [
 
 [[package]]
 name = "langchain"
-version = "1.2.10"
+version = "1.2.6"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "langchain-core" },
     { name = "langgraph" },
     { name = "pydantic" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/16/22/a4d4ac98fc2e393537130bbfba0d71a8113e6f884d96f935923e247397fe/langchain-1.2.10.tar.gz", hash = "sha256:bdcd7218d9c79a413cf15e106e4eb94408ac0963df9333ccd095b9ed43bf3be7", size = 570071, upload-time = "2026-02-10T14:56:49.74Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f5/bc/d8f506a525baadee99a65c6cc28c1c35c9eaf1cb2009f048e9861d81a600/langchain-1.2.6.tar.gz", hash = "sha256:7d46cbf719d860a16f6fc182d5d3de17453dda187f3d43e9c40ac352a5094fdd", size = 553127, upload-time = "2026-01-16T19:21:19.611Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7c/06/c3394327f815fade875724c0f6cff529777c96a1e17fea066deb997f8cf5/langchain-1.2.10-py3-none-any.whl", hash = "sha256:e07a377204451fffaed88276b8193e894893b1003e25c5bca6539288ccca3698", size = 111738, upload-time = "2026-02-10T14:56:47.985Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/28/d5dc4cb06ccb29d62a590d446072964766555e85863f5044c6e644c07d0d/langchain-1.2.6-py3-none-any.whl", hash = "sha256:a9a6c39f03c09b6eb0f1b47e267ad2a2fd04e124dfaa9753bd6c11d2fe7d944e", size = 108458, upload-time = "2026-01-16T19:21:18.085Z" },
 ]
 
 [[package]]
@@ -2804,7 +2804,7 @@ wheels = [
 
 [[package]]
 name = "langgraph"
-version = "1.0.10"
+version = "1.0.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "langchain-core" },
@@ -2814,22 +2814,22 @@ dependencies = [
     { name = "pydantic" },
     { name = "xxhash" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/55/92/14df6fefba28c10caf1cb05aa5b8c7bf005838fe32a86d903b6c7cc4018d/langgraph-1.0.10.tar.gz", hash = "sha256:73bd10ee14a8020f31ef07e9cd4c1a70c35cc07b9c2b9cd637509a10d9d51e29", size = 511644, upload-time = "2026-02-27T21:04:38.743Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/47/28f4d4d33d88f69de26f7a54065961ac0c662cec2479b36a2db081ef5cb6/langgraph-1.0.5.tar.gz", hash = "sha256:7f6ae59622386b60fe9fa0ad4c53f42016b668455ed604329e7dc7904adbf3f8", size = 493969, upload-time = "2025-12-12T23:05:48.224Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5d/60/260e0c04620a37ba8916b712766c341cc5fc685dabc6948c899494bbc2ae/langgraph-1.0.10-py3-none-any.whl", hash = "sha256:7c298bef4f6ea292fcf9824d6088fe41a6727e2904ad6066f240c4095af12247", size = 160920, upload-time = "2026-02-27T21:04:35.932Z" },
+    { url = "https://files.pythonhosted.org/packages/23/1b/e318ee76e42d28f515d87356ac5bd7a7acc8bad3b8f54ee377bef62e1cbf/langgraph-1.0.5-py3-none-any.whl", hash = "sha256:b4cfd173dca3c389735b47228ad8b295e6f7b3df779aba3a1e0c23871f81281e", size = 157056, upload-time = "2025-12-12T23:05:46.499Z" },
 ]
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "4.0.2"
+version = "3.0.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "langchain-core" },
     { name = "ormsgpack" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/2e/f2/cf8086e1f1a3358d9228805614e72602c281b18307f3fae64a5b854aad2d/langgraph_checkpoint-4.0.2.tar.gz", hash = "sha256:4f6f99cba8e272deabf81b2d8cdc96582af07a57a6ad591cdf216bb310497039", size = 160810, upload-time = "2026-04-15T21:03:00.062Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0f/07/2b1c042fa87d40cf2db5ca27dc4e8dd86f9a0436a10aa4361a8982718ae7/langgraph_checkpoint-3.0.1.tar.gz", hash = "sha256:59222f875f85186a22c494aedc65c4e985a3df27e696e5016ba0b98a5ed2cee0", size = 137785, upload-time = "2025-11-04T21:55:47.774Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b9/5a/6dba29dd89b0a46ae21c707da0f9d17e94f27d3e481ed15bc99d6bd20aa6/langgraph_checkpoint-4.0.2-py3-none-any.whl", hash = "sha256:59b0f29216128a629c58dd07c98aa004f82f51805d5573126ffb419b753ff253", size = 51000, upload-time = "2026-04-15T21:02:59.096Z" },
+    { url = "https://files.pythonhosted.org/packages/48/e3/616e3a7ff737d98c1bbb5700dd62278914e2a9ded09a79a1fa93cf24ce12/langgraph_checkpoint-3.0.1-py3-none-any.whl", hash = "sha256:9b04a8d0edc0474ce4eaf30c5d731cee38f11ddff50a6177eead95b5c4e4220b", size = 46249, upload-time = "2025-11-04T21:55:46.472Z" },
 ]
 
 [[package]]
diff --git a/examples/aws-serverless/langgraph/pyproject.toml b/examples/aws-serverless/langgraph/pyproject.toml
index c5ef3d3c5..342bb8bce 100644
--- a/examples/aws-serverless/langgraph/pyproject.toml
+++ b/examples/aws-serverless/langgraph/pyproject.toml
@@ -7,8 +7,7 @@ requires-python = ">=3.12,<3.13"
 dependencies = [
     "agentkernel[langgraph,redis]>=0.4.0",
     "langchain-litellm>=0.2.2",
-    "langchain-openai==1.1.6",
-    "langgraph==1.0.5",           
+    "langchain-openai==1.1.6",          
     "langgraph-checkpoint==3.0.1",
     "langgraph-prebuilt==1.0.5",  
     "langgraph-sdk==0.3.1",
diff --git a/examples/aws-serverless/langgraph/uv.lock b/examples/aws-serverless/langgraph/uv.lock
index 7414e0900..6c2347a16 100644
--- a/examples/aws-serverless/langgraph/uv.lock
+++ b/examples/aws-serverless/langgraph/uv.lock
@@ -160,7 +160,6 @@ dependencies = [
     { name = "agentkernel", extra = ["langgraph", "redis"] },
     { name = "langchain-litellm" },
     { name = "langchain-openai" },
-    { name = "langgraph" },
     { name = "langgraph-checkpoint" },
     { name = "langgraph-prebuilt" },
     { name = "langgraph-sdk" },
@@ -182,7 +181,6 @@ requires-dist = [
     { name = "agentkernel", extras = ["langgraph", "redis"], specifier = ">=0.4.0" },
     { name = "langchain-litellm", specifier = ">=0.2.2" },
     { name = "langchain-openai", specifier = "==1.1.6" },
-    { name = "langgraph", specifier = "==1.0.5" },
     { name = "langgraph-checkpoint", specifier = "==3.0.1" },
     { name = "langgraph-prebuilt", specifier = "==1.0.5" },
     { name = "langgraph-sdk", specifier = "==0.3.1" },

From 6f0c8c706cba30fcb43f4425a9fe44c999469079 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Tue, 12 May 2026 18:06:26 +0530
Subject: [PATCH 31/67] fix: correct syntax in pyproject.toml and add
 python-multipart dependency in uv.lock

---
 examples/aws-containerized/crewai/pyproject.toml |  6 ++----
 examples/aws-containerized/crewai/uv.lock        | 11 +++++++++++
 2 files changed, 13 insertions(+), 4 deletions(-)

diff --git a/examples/aws-containerized/crewai/pyproject.toml b/examples/aws-containerized/crewai/pyproject.toml
index ef9b3bf93..c9ce5f12d 100644
--- a/examples/aws-containerized/crewai/pyproject.toml
+++ b/examples/aws-containerized/crewai/pyproject.toml
@@ -6,9 +6,8 @@ readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
     "agentkernel[crewai,api,redis]>=0.4.0",
-    "crewai==0.165.1"
-    "python-multipart"
-    
+    "crewai==0.165.1",
+    "python-multipart",
 ]
 
 [dependency-groups]
@@ -17,7 +16,6 @@ dev = [
     "black>=23.0.0",
     "isort>=5.0.0",
     "mypy>=1.0.0",
-    
 ]
 
 [tool.uv]
diff --git a/examples/aws-containerized/crewai/uv.lock b/examples/aws-containerized/crewai/uv.lock
index d653006e2..9842273f5 100644
--- a/examples/aws-containerized/crewai/uv.lock
+++ b/examples/aws-containerized/crewai/uv.lock
@@ -231,6 +231,7 @@ source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "crewai", "redis"] },
     { name = "crewai" },
+    { name = "python-multipart" },
 ]
 
 [package.dev-dependencies]
@@ -245,6 +246,7 @@ dev = [
 requires-dist = [
     { name = "agentkernel", extras = ["crewai", "api", "redis"], specifier = ">=0.4.0" },
     { name = "crewai", specifier = "==0.165.1" },
+    { name = "python-multipart" },
 ]
 
 [package.metadata.requires-dev]
@@ -3371,6 +3373,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0b/d7/1959b9648791274998a9c3526f6d0ec8fd2233e4d4acce81bbae76b44b2a/python_dotenv-1.2.2-py3-none-any.whl", hash = "sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a", size = 22101, upload-time = "2026-03-01T16:00:25.09Z" },
 ]
 
+[[package]]
+name = "python-multipart"
+version = "0.0.28"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/82/54/a85eb421fbdd5007bc5af39d0f4ed9fa609e0fedbfdc2adcf0b34526870e/python_multipart-0.0.28.tar.gz", hash = "sha256:8550da197eac0f7ab748961fc9509b999fa2662ea25cef857f05249f6893c0f8", size = 45314, upload-time = "2026-05-10T11:05:16.596Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f3/a2/43bbc5860b5034e2af4ef99a0e04d726ff329c43e192ef3abaa8d7ecfce5/python_multipart-0.0.28-py3-none-any.whl", hash = "sha256:10faac07eb966c3f48dc415f9dee46c04cb10d58d30a35677db8027c825ed9b6", size = 29438, upload-time = "2026-05-10T11:05:15.052Z" },
+]
+
 [[package]]
 name = "pytokens"
 version = "0.4.1"

From 20f20aebfdf8a64cea77ae0daa616aae18ed1da5 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Wed, 13 May 2026 13:41:34 +0530
Subject: [PATCH 32/67] update version for openai to support crewai

---
 .../mcp/multi/deploy/deploy.sh                |    3 +-
 .../mcp/multi/pyproject.toml                  |    6 +-
 examples/aws-containerized/mcp/multi/uv.lock  | 5279 ++++++++---------
 3 files changed, 2440 insertions(+), 2848 deletions(-)

diff --git a/examples/aws-containerized/mcp/multi/deploy/deploy.sh b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
index 4f6702a4c..b9dad6638 100755
--- a/examples/aws-containerized/mcp/multi/deploy/deploy.sh
+++ b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
@@ -9,8 +9,7 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data  --find-links ../../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
+      uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
     fi
     cp -r server.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/mcp/multi/pyproject.toml b/examples/aws-containerized/mcp/multi/pyproject.toml
index 42303af01..c5af7832b 100644
--- a/examples/aws-containerized/mcp/multi/pyproject.toml
+++ b/examples/aws-containerized/mcp/multi/pyproject.toml
@@ -5,7 +5,11 @@ description = "Demo of CrewAI and OpenAI Agents SDK based agents running in Agen
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[api,crewai,openai,mcp]>=0.4.0",
+    "agentkernel[api,crewai,mcp]>=0.4.0",
+    "openai<1.107.1",
+    "openai-agents<=0.3.3",
+    "crewai==0.165.1",
+    
 ]
 
 [dependency-groups]
diff --git a/examples/aws-containerized/mcp/multi/uv.lock b/examples/aws-containerized/mcp/multi/uv.lock
index 3a02cbd0d..329b068b0 100644
--- a/examples/aws-containerized/mcp/multi/uv.lock
+++ b/examples/aws-containerized/mcp/multi/uv.lock
@@ -2,15 +2,24 @@ version = 1
 revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
-    "python_full_version >= '3.14'",
-    "python_full_version == '3.13.*'",
-    "python_full_version < '3.13'",
+    "python_full_version >= '3.15' and sys_platform == 'win32'",
+    "python_full_version >= '3.15' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.15' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.14.*' and sys_platform == 'win32'",
+    "python_full_version == '3.14.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.14.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
+    "python_full_version < '3.13' and sys_platform == 'emscripten'",
+    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 
 [[package]]
 name = "agentkernel"
 version = "0.4.0"
-source = { registry = "https://pypi.org/simple" }
+source = { registry = "../../../../ak-py/dist" }
 dependencies = [
     { name = "deprecated" },
     { name = "pydantic" },
@@ -18,9 +27,9 @@ dependencies = [
     { name = "pyyaml" },
     { name = "singleton-type" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d3/87/ff7a485d0611da5ce78b67159717854dee7128a387a0cb2abbb7f28443e4/agentkernel-0.4.0.tar.gz", hash = "sha256:e628ed432374b48f4c55ac76f840c8b17390ceca320d8816b9a7e968dccaa292", size = 179480, upload-time = "2026-05-04T10:32:06.644Z" }
+sdist = { path = "agentkernel-0.4.0.tar.gz" }
 wheels = [
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@@ -37,11 +46,6 @@ crewai = [
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 test = [
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     { name = "litellm" },
@@ -55,6 +59,18 @@ test = [
     { name = "rapidfuzz" },
 ]
 
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+version = "3.9.0"
+source = { registry = "https://pypi.org/simple" }
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+]
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+
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
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-version = "3.13.2"
+version = "3.13.5"
 source = { registry = "https://pypi.org/simple" }
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+version = "1.5.9"
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+    { name = "grpcio" },
     { name = "httpx" },
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     { name = "orjson" },
     { name = "overrides" },
-    { name = "posthog" },
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     { name = "pydantic" },
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 [[package]]

From f2be9412e9ab458a6301dcf69df9430bf2b26d5d Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Wed, 13 May 2026 14:42:07 +0530
Subject: [PATCH 33/67] fix: update dependencies to include Redis in
 pyproject.toml and uv.lock

---
 .../aws-containerized/mcp/multi/pyproject.toml   |  2 +-
 examples/aws-containerized/mcp/multi/uv.lock     | 16 ++++++++++++++--
 2 files changed, 15 insertions(+), 3 deletions(-)

diff --git a/examples/aws-containerized/mcp/multi/pyproject.toml b/examples/aws-containerized/mcp/multi/pyproject.toml
index c5af7832b..cf1f4e4fb 100644
--- a/examples/aws-containerized/mcp/multi/pyproject.toml
+++ b/examples/aws-containerized/mcp/multi/pyproject.toml
@@ -5,7 +5,7 @@ description = "Demo of CrewAI and OpenAI Agents SDK based agents running in Agen
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[api,crewai,mcp]>=0.4.0",
+    "agentkernel[api,crewai,redis,mcp]>=0.4.0",
     "openai<1.107.1",
     "openai-agents<=0.3.3",
     "crewai==0.165.1",
diff --git a/examples/aws-containerized/mcp/multi/uv.lock b/examples/aws-containerized/mcp/multi/uv.lock
index 329b068b0..c48c63692 100644
--- a/examples/aws-containerized/mcp/multi/uv.lock
+++ b/examples/aws-containerized/mcp/multi/uv.lock
@@ -46,6 +46,9 @@ crewai = [
 mcp = [
     { name = "fastmcp" },
 ]
+redis = [
+    { name = "redis" },
+]
 test = [
     { name = "datasets" },
     { name = "litellm" },
@@ -214,7 +217,7 @@ name = "api-mcp-multi"
 version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
-    { name = "agentkernel", extra = ["api", "crewai", "mcp"] },
+    { name = "agentkernel", extra = ["api", "crewai", "mcp", "redis"] },
     { name = "crewai" },
     { name = "openai" },
     { name = "openai-agents" },
@@ -230,7 +233,7 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "agentkernel", extras = ["api", "crewai", "mcp"], specifier = ">=0.4.0" },
+    { name = "agentkernel", extras = ["api", "crewai", "redis", "mcp"], specifier = ">=0.4.0" },
     { name = "crewai", specifier = "==0.165.1" },
     { name = "openai", specifier = "<1.107.1" },
     { name = "openai-agents", specifier = "<=0.3.3" },
@@ -4018,6 +4021,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "redis"
+version = "7.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7b/7f/3759b1d0d72b7c92f0d70ffd9dc962b7b7b5ee74e135f9d7d8ab06b8a318/redis-7.4.0.tar.gz", hash = "sha256:64a6ea7bf567ad43c964d2c30d82853f8df927c5c9017766c55a1d1ed95d18ad", size = 4943913, upload-time = "2026-03-24T09:14:37.53Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/74/3a/95deec7db1eb53979973ebd156f3369a72732208d1391cd2e5d127062a32/redis-7.4.0-py3-none-any.whl", hash = "sha256:a9c74a5c893a5ef8455a5adb793a31bb70feb821c86eccb62eebef5a19c429ec", size = 409772, upload-time = "2026-03-24T09:14:35.968Z" },
+]
+
 [[package]]
 name = "referencing"
 version = "0.37.0"

From a35c04f65d84629ef4a7b545fd2c98bde9f967be Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Wed, 13 May 2026 15:45:42 +0530
Subject: [PATCH 34/67] fix: correct path in deploy script for finding links to
 ak-py/dist

---
 examples/aws-containerized/mcp/multi/deploy/deploy.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/aws-containerized/mcp/multi/deploy/deploy.sh b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
index b9dad6638..94d34870a 100755
--- a/examples/aws-containerized/mcp/multi/deploy/deploy.sh
+++ b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
@@ -9,7 +9,7 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
+      uv pip install -r requirements.txt --target=dist/data --find-links ../../../../ak-py/dist
     fi
     cp -r server.py config.yaml dist/data
     popd || exit 1

From f4e79160d7ddd9aedd2ee863391ee0996b6b0575 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Wed, 13 May 2026 16:20:26 +0530
Subject: [PATCH 35/67] fix: update MCP client initialization to use
 environment variable for endpoint

---
 examples/aws-containerized/mcp/multi/mcp_test.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/examples/aws-containerized/mcp/multi/mcp_test.py b/examples/aws-containerized/mcp/multi/mcp_test.py
index 18ae492a2..31027833a 100644
--- a/examples/aws-containerized/mcp/multi/mcp_test.py
+++ b/examples/aws-containerized/mcp/multi/mcp_test.py
@@ -1,4 +1,6 @@
 import asyncio
+import logging
+import os
 import subprocess
 import sys
 
@@ -8,6 +10,8 @@
 
 from client import MCPHttpClient
 
+log = logging.getLogger("ak.awscontainerized.mcptest")
+
 
 @pytest_asyncio.fixture(scope="session")
 async def mcp_client():
@@ -17,7 +21,9 @@ async def mcp_client():
         stderr=sys.stderr,
     )
     await asyncio.sleep(10)
-    client = MCPHttpClient(server_url="https://426o2htx06.execute-api.us-east-1.amazonaws.com/agents/api/v1/mcp")
+    test_endpnt = os.getenv("AK_TEST_ENDPOINT")
+    log.info(f"Test endpoint: {test_endpnt}")
+    client = MCPHttpClient(server_url=test_endpnt)
     await client.init()
     try:
         yield client

From ccc78cdcdf2904bbb2b91e49428eba47a582371f Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Thu, 14 May 2026 10:40:21 +0530
Subject: [PATCH 36/67] fix: update MCP client initialization to handle test
 endpoint correctly

---
 examples/aws-containerized/mcp/multi/mcp_test.py | 12 +++++++++---
 1 file changed, 9 insertions(+), 3 deletions(-)

diff --git a/examples/aws-containerized/mcp/multi/mcp_test.py b/examples/aws-containerized/mcp/multi/mcp_test.py
index 31027833a..8cdbd9bcd 100644
--- a/examples/aws-containerized/mcp/multi/mcp_test.py
+++ b/examples/aws-containerized/mcp/multi/mcp_test.py
@@ -21,9 +21,15 @@ async def mcp_client():
         stderr=sys.stderr,
     )
     await asyncio.sleep(10)
-    test_endpnt = os.getenv("AK_TEST_ENDPOINT")
-    log.info(f"Test endpoint: {test_endpnt}")
-    client = MCPHttpClient(server_url=test_endpnt)
+    test_endpoint = os.getenv("AK_TEST_ENDPOINT")
+    log.info(f"Test endpoint: {test_endpoint}")
+
+    if test_endpoint and "/api/v1/chat" in test_endpoint:
+        mcp_endpoint = test_endpoint.replace("/api/v1/chat", "/api/v1/mcp")
+    else:
+        mcp_endpoint = test_endpoint
+    log.info(f"MCP endpoint: {mcp_endpoint}")
+    client = MCPHttpClient(server_url=mcp_endpoint)
     await client.init()
     try:
         yield client

From 667139ac03185043afbc3ef593ebf18aab338f3b Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Thu, 14 May 2026 12:38:14 +0530
Subject: [PATCH 37/67] fix: enhance deployment script to ensure Redis
 dependencies are installed

---
 examples/aws-containerized/crewai/deploy/deploy.sh | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/examples/aws-containerized/crewai/deploy/deploy.sh b/examples/aws-containerized/crewai/deploy/deploy.sh
index ea9481ba1..98bca58c2 100755
--- a/examples/aws-containerized/crewai/deploy/deploy.sh
+++ b/examples/aws-containerized/crewai/deploy/deploy.sh
@@ -9,7 +9,9 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
+      uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,redis,test] || true
+      
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1

From ee7c97b281b7f05c6e4582f42841d8434a81a6d7 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Thu, 14 May 2026 12:50:03 +0530
Subject: [PATCH 38/67] fix: update deployment scripts to force reinstall
 agentkernel dependencies for Redis support

---
 examples/aws-containerized/crewai/deploy/deploy.sh    | 4 +++-
 examples/aws-containerized/mcp/multi/deploy/deploy.sh | 3 ++-
 examples/aws-serverless/crewai/deploy/deploy.sh       | 3 ++-
 examples/aws-serverless/langgraph/deploy/deploy.sh    | 3 ++-
 4 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/examples/aws-containerized/crewai/deploy/deploy.sh b/examples/aws-containerized/crewai/deploy/deploy.sh
index ea9481ba1..98bca58c2 100755
--- a/examples/aws-containerized/crewai/deploy/deploy.sh
+++ b/examples/aws-containerized/crewai/deploy/deploy.sh
@@ -9,7 +9,9 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
+      uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,redis,test] || true
+      
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/mcp/multi/deploy/deploy.sh b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
index 94d34870a..0f75368c2 100755
--- a/examples/aws-containerized/mcp/multi/deploy/deploy.sh
+++ b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
@@ -9,7 +9,8 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data --find-links ../../../../ak-py/dist
+      uv pip install -r requirements.txt --target=dist/data  --find-links ../../../../ak-py/dist
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../../ak-py/dist agentkernel[api,mcp,test] || true
     fi
     cp -r server.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/crewai/deploy/deploy.sh b/examples/aws-serverless/crewai/deploy/deploy.sh
index 366b9a7b2..1ec2cbd17 100755
--- a/examples/aws-serverless/crewai/deploy/deploy.sh
+++ b/examples/aws-serverless/crewai/deploy/deploy.sh
@@ -9,7 +9,8 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
+      uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[redis,test] || true
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/langgraph/deploy/deploy.sh b/examples/aws-serverless/langgraph/deploy/deploy.sh
index 867dc83b1..9ac8e8f09 100755
--- a/examples/aws-serverless/langgraph/deploy/deploy.sh
+++ b/examples/aws-serverless/langgraph/deploy/deploy.sh
@@ -9,7 +9,8 @@ create_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist/data
     else
-      uv pip install -r requirements.txt --target=dist/data --find-links ../../../ak-py/dist
+      uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[langgraph,redis,test] || true
     fi
     cp -r lambda.py custom_agent.py config.yaml dist/data
     popd || exit 1

From a2d24dd4ac71e5271bedfe07ac24f2d07a63f4fe Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Thu, 14 May 2026 13:39:18 +0530
Subject: [PATCH 39/67] fix: remove force-reinstall of agentkernel dependencies
 in deployment scripts

---
 examples/aws-containerized/crewai/deploy/deploy.sh    | 1 -
 examples/aws-containerized/mcp/multi/deploy/deploy.sh | 2 +-
 examples/aws-serverless/crewai/deploy/deploy.sh       | 2 +-
 examples/aws-serverless/langgraph/deploy/deploy.sh    | 2 +-
 4 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/examples/aws-containerized/crewai/deploy/deploy.sh b/examples/aws-containerized/crewai/deploy/deploy.sh
index 98bca58c2..00f251708 100755
--- a/examples/aws-containerized/crewai/deploy/deploy.sh
+++ b/examples/aws-containerized/crewai/deploy/deploy.sh
@@ -10,7 +10,6 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,redis,test] || true
       
     fi
     cp -r app.py config.yaml dist/data
diff --git a/examples/aws-containerized/mcp/multi/deploy/deploy.sh b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
index 0f75368c2..727abccd4 100755
--- a/examples/aws-containerized/mcp/multi/deploy/deploy.sh
+++ b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../../ak-py/dist agentkernel[api,mcp,test] || true
+    
     fi
     cp -r server.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/crewai/deploy/deploy.sh b/examples/aws-serverless/crewai/deploy/deploy.sh
index 1ec2cbd17..3a050d742 100755
--- a/examples/aws-serverless/crewai/deploy/deploy.sh
+++ b/examples/aws-serverless/crewai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[redis,test] || true
+      
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/langgraph/deploy/deploy.sh b/examples/aws-serverless/langgraph/deploy/deploy.sh
index 9ac8e8f09..001a92d2e 100755
--- a/examples/aws-serverless/langgraph/deploy/deploy.sh
+++ b/examples/aws-serverless/langgraph/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[langgraph,redis,test] || true
+     
     fi
     cp -r lambda.py custom_agent.py config.yaml dist/data
     popd || exit 1

From aef8e9896a2ec5336b01df1e060f359953540eb6 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Thu, 14 May 2026 15:36:10 +0530
Subject: [PATCH 40/67] fix: update build and deployment scripts to include
 crewai and langgraph groups

---
 examples/aws-containerized/crewai/build.sh    |  1 +
 .../aws-containerized/crewai/deploy/deploy.sh |  3 +-
 .../aws-containerized/crewai/pyproject.toml   |  8 +++--
 examples/aws-containerized/crewai/uv.lock     | 14 ++++----
 examples/aws-containerized/mcp/multi/build.sh |  1 +
 .../mcp/multi/deploy/deploy.sh                |  3 +-
 .../mcp/multi/pyproject.toml                  | 10 ++++--
 examples/aws-containerized/mcp/multi/uv.lock  | 26 +++++++-------
 examples/aws-serverless/crewai/build.sh       |  1 +
 .../aws-serverless/crewai/deploy/deploy.sh    |  3 +-
 examples/aws-serverless/crewai/pyproject.toml |  4 ++-
 examples/aws-serverless/crewai/uv.lock        |  4 +++
 examples/aws-serverless/langgraph/build.sh    |  1 +
 .../aws-serverless/langgraph/deploy/deploy.sh |  3 +-
 .../aws-serverless/langgraph/pyproject.toml   | 20 ++++++-----
 examples/aws-serverless/langgraph/uv.lock     | 36 ++++++++++---------
 16 files changed, 85 insertions(+), 53 deletions(-)

diff --git a/examples/aws-containerized/crewai/build.sh b/examples/aws-containerized/crewai/build.sh
index dbab0a092..6af4ab9e3 100755
--- a/examples/aws-containerized/crewai/build.sh
+++ b/examples/aws-containerized/crewai/build.sh
@@ -13,4 +13,5 @@ else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
   uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,test] || true
+  uv pip install --group crewai
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/crewai/deploy/deploy.sh b/examples/aws-containerized/crewai/deploy/deploy.sh
index 00f251708..f65b57210 100755
--- a/examples/aws-containerized/crewai/deploy/deploy.sh
+++ b/examples/aws-containerized/crewai/deploy/deploy.sh
@@ -10,7 +10,8 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,test] || true
+      uv pip install --group crewai --target=dist/data
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/crewai/pyproject.toml b/examples/aws-containerized/crewai/pyproject.toml
index c9ce5f12d..21a535a98 100644
--- a/examples/aws-containerized/crewai/pyproject.toml
+++ b/examples/aws-containerized/crewai/pyproject.toml
@@ -6,8 +6,7 @@ readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
     "agentkernel[crewai,api,redis]>=0.4.0",
-    "crewai==0.165.1",
-    "python-multipart",
+    
 ]
 
 [dependency-groups]
@@ -18,6 +17,11 @@ dev = [
     "mypy>=1.0.0",
 ]
 
+crewai=[
+    "crewai==0.165.1",
+    "python-multipart",
+]
+
 [tool.uv]
 package = false
 
diff --git a/examples/aws-containerized/crewai/uv.lock b/examples/aws-containerized/crewai/uv.lock
index 9842273f5..82fb9e9e7 100644
--- a/examples/aws-containerized/crewai/uv.lock
+++ b/examples/aws-containerized/crewai/uv.lock
@@ -230,11 +230,13 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "crewai", "redis"] },
-    { name = "crewai" },
-    { name = "python-multipart" },
 ]
 
 [package.dev-dependencies]
+crewai = [
+    { name = "crewai" },
+    { name = "python-multipart" },
+]
 dev = [
     { name = "agentkernel", extra = ["test"] },
     { name = "black" },
@@ -243,13 +245,13 @@ dev = [
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "agentkernel", extras = ["crewai", "api", "redis"], specifier = ">=0.4.0" },
+requires-dist = [{ name = "agentkernel", extras = ["crewai", "api", "redis"], specifier = ">=0.4.0" }]
+
+[package.metadata.requires-dev]
+crewai = [
     { name = "crewai", specifier = "==0.165.1" },
     { name = "python-multipart" },
 ]
-
-[package.metadata.requires-dev]
 dev = [
     { name = "agentkernel", extras = ["test"], specifier = ">=0.4.0" },
     { name = "black", specifier = ">=23.0.0" },
diff --git a/examples/aws-containerized/mcp/multi/build.sh b/examples/aws-containerized/mcp/multi/build.sh
index bfab05206..19fc45ab6 100755
--- a/examples/aws-containerized/mcp/multi/build.sh
+++ b/examples/aws-containerized/mcp/multi/build.sh
@@ -9,4 +9,5 @@ else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
   uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
+  uv pip install --group mcp
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/mcp/multi/deploy/deploy.sh b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
index 727abccd4..25f512973 100755
--- a/examples/aws-containerized/mcp/multi/deploy/deploy.sh
+++ b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
@@ -10,7 +10,8 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../../ak-py/dist
-    
+      uv pip install --force-reinstall  --target=dist/data --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
+      uv pip install --group mcp --target=dist/data
     fi
     cp -r server.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/mcp/multi/pyproject.toml b/examples/aws-containerized/mcp/multi/pyproject.toml
index cf1f4e4fb..c0cb0f6af 100644
--- a/examples/aws-containerized/mcp/multi/pyproject.toml
+++ b/examples/aws-containerized/mcp/multi/pyproject.toml
@@ -6,9 +6,7 @@ readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
     "agentkernel[api,crewai,redis,mcp]>=0.4.0",
-    "openai<1.107.1",
-    "openai-agents<=0.3.3",
-    "crewai==0.165.1",
+    
     
 ]
 
@@ -20,6 +18,12 @@ dev = [
     "mypy>=1.0.0",
 ]
 
+mcp=[
+    "openai<1.107.1",
+    "openai-agents<=0.3.3",
+    "crewai==0.165.1",
+]
+
 [tool.uv]
 package = false
 
diff --git a/examples/aws-containerized/mcp/multi/uv.lock b/examples/aws-containerized/mcp/multi/uv.lock
index c48c63692..89186cf9f 100644
--- a/examples/aws-containerized/mcp/multi/uv.lock
+++ b/examples/aws-containerized/mcp/multi/uv.lock
@@ -19,7 +19,7 @@ resolution-markers = [
 [[package]]
 name = "agentkernel"
 version = "0.4.0"
-source = { registry = "../../../../ak-py/dist" }
+source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "deprecated" },
     { name = "pydantic" },
@@ -27,9 +27,9 @@ dependencies = [
     { name = "pyyaml" },
     { name = "singleton-type" },
 ]
-sdist = { path = "agentkernel-0.4.0.tar.gz" }
+sdist = { url = "https://files.pythonhosted.org/packages/d3/87/ff7a485d0611da5ce78b67159717854dee7128a387a0cb2abbb7f28443e4/agentkernel-0.4.0.tar.gz", hash = "sha256:e628ed432374b48f4c55ac76f840c8b17390ceca320d8816b9a7e968dccaa292", size = 179480, upload-time = "2026-05-04T10:32:06.644Z" }
 wheels = [
-    { path = "agentkernel-0.4.0-py3-none-any.whl" },
+    { url = "https://files.pythonhosted.org/packages/23/0e/62433282db09e31b8e0413c2589c38df45a63f9c3f70a9f1c8e00ed67a8c/agentkernel-0.4.0-py3-none-any.whl", hash = "sha256:b5efbffada213aa6c6ac065c1b1caa94eaa776e0d298d7d55c20f778cfd596e0", size = 253858, upload-time = "2026-05-04T10:32:04.191Z" },
 ]
 
 [package.optional-dependencies]
@@ -218,9 +218,6 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "crewai", "mcp", "redis"] },
-    { name = "crewai" },
-    { name = "openai" },
-    { name = "openai-agents" },
 ]
 
 [package.dev-dependencies]
@@ -230,14 +227,14 @@ dev = [
     { name = "isort" },
     { name = "mypy" },
 ]
+mcp = [
+    { name = "crewai" },
+    { name = "openai" },
+    { name = "openai-agents" },
+]
 
 [package.metadata]
-requires-dist = [
-    { name = "agentkernel", extras = ["api", "crewai", "redis", "mcp"], specifier = ">=0.4.0" },
-    { name = "crewai", specifier = "==0.165.1" },
-    { name = "openai", specifier = "<1.107.1" },
-    { name = "openai-agents", specifier = "<=0.3.3" },
-]
+requires-dist = [{ name = "agentkernel", extras = ["api", "crewai", "redis", "mcp"], specifier = ">=0.4.0" }]
 
 [package.metadata.requires-dev]
 dev = [
@@ -246,6 +243,11 @@ dev = [
     { name = "isort", specifier = ">=5.0.0" },
     { name = "mypy", specifier = ">=1.0.0" },
 ]
+mcp = [
+    { name = "crewai", specifier = "==0.165.1" },
+    { name = "openai", specifier = "<1.107.1" },
+    { name = "openai-agents", specifier = "<=0.3.3" },
+]
 
 [[package]]
 name = "appdirs"
diff --git a/examples/aws-serverless/crewai/build.sh b/examples/aws-serverless/crewai/build.sh
index 40bc68141..77843407d 100755
--- a/examples/aws-serverless/crewai/build.sh
+++ b/examples/aws-serverless/crewai/build.sh
@@ -13,4 +13,5 @@ else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
   uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
+  uv pip install --group crewai
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/crewai/deploy/deploy.sh b/examples/aws-serverless/crewai/deploy/deploy.sh
index 3a050d742..fa4457f7d 100755
--- a/examples/aws-serverless/crewai/deploy/deploy.sh
+++ b/examples/aws-serverless/crewai/deploy/deploy.sh
@@ -10,7 +10,8 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
+      uv pip install --group crewai --target=dist/data
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/crewai/pyproject.toml b/examples/aws-serverless/crewai/pyproject.toml
index 8b96a03db..a0449e30e 100644
--- a/examples/aws-serverless/crewai/pyproject.toml
+++ b/examples/aws-serverless/crewai/pyproject.toml
@@ -16,7 +16,9 @@ dev = [
     "isort>=5.0.0",
     "mypy>=1.0.0",
 ]
-
+crewai = [
+    "crewai==0.165.1",
+]
 [tool.uv]
 package = false
 
diff --git a/examples/aws-serverless/crewai/uv.lock b/examples/aws-serverless/crewai/uv.lock
index 6462174e2..866ccbde0 100644
--- a/examples/aws-serverless/crewai/uv.lock
+++ b/examples/aws-serverless/crewai/uv.lock
@@ -184,6 +184,9 @@ dependencies = [
 ]
 
 [package.dev-dependencies]
+crewai = [
+    { name = "crewai" },
+]
 dev = [
     { name = "agentkernel", extra = ["test"] },
     { name = "black" },
@@ -198,6 +201,7 @@ requires-dist = [
 ]
 
 [package.metadata.requires-dev]
+crewai = [{ name = "crewai", specifier = "==0.165.1" }]
 dev = [
     { name = "agentkernel", extras = ["test"], specifier = ">=0.4.0" },
     { name = "black", specifier = ">=23.0.0" },
diff --git a/examples/aws-serverless/langgraph/build.sh b/examples/aws-serverless/langgraph/build.sh
index f53693bb4..52cf8676b 100755
--- a/examples/aws-serverless/langgraph/build.sh
+++ b/examples/aws-serverless/langgraph/build.sh
@@ -13,4 +13,5 @@ else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras 
   uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
+  uv pip install --group langgraph
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/langgraph/deploy/deploy.sh b/examples/aws-serverless/langgraph/deploy/deploy.sh
index 001a92d2e..1dee209d8 100755
--- a/examples/aws-serverless/langgraph/deploy/deploy.sh
+++ b/examples/aws-serverless/langgraph/deploy/deploy.sh
@@ -10,7 +10,8 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-     
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
+      uv pip install --group langgraph --target=dist/data
     fi
     cp -r lambda.py custom_agent.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/langgraph/pyproject.toml b/examples/aws-serverless/langgraph/pyproject.toml
index 342bb8bce..da5ab163b 100644
--- a/examples/aws-serverless/langgraph/pyproject.toml
+++ b/examples/aws-serverless/langgraph/pyproject.toml
@@ -6,14 +6,7 @@ readme = "README.md"
 requires-python = ">=3.12,<3.13"
 dependencies = [
     "agentkernel[langgraph,redis]>=0.4.0",
-    "langchain-litellm>=0.2.2",
-    "langchain-openai==1.1.6",          
-    "langgraph-checkpoint==3.0.1",
-    "langgraph-prebuilt==1.0.5",  
-    "langgraph-sdk==0.3.1",
-    "langgraph-supervisor>=0.0.29",
-    "langsmith==0.5.0",
-    "openai>=1.99.1",             
+          
 ]
 
 [dependency-groups]
@@ -24,6 +17,17 @@ dev = [
     "mypy>=1.0.0",
 ]
 
+langgraph=[
+    "langchain-litellm>=0.2.2",
+    "langchain-openai==1.1.6",          
+    "langgraph-checkpoint==3.0.1",
+    "langgraph-prebuilt==1.0.5",  
+    "langgraph-sdk==0.3.1",
+    "langgraph-supervisor>=0.0.29",
+    "langsmith==0.5.0",
+    "openai>=1.99.1",       
+]
+
 [tool.uv]
 package = false
 
diff --git a/examples/aws-serverless/langgraph/uv.lock b/examples/aws-serverless/langgraph/uv.lock
index 6c2347a16..8845726b5 100644
--- a/examples/aws-serverless/langgraph/uv.lock
+++ b/examples/aws-serverless/langgraph/uv.lock
@@ -158,6 +158,16 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["langgraph", "redis"] },
+]
+
+[package.dev-dependencies]
+dev = [
+    { name = "agentkernel", extra = ["test"] },
+    { name = "black" },
+    { name = "isort" },
+    { name = "mypy" },
+]
+langgraph = [
     { name = "langchain-litellm" },
     { name = "langchain-openai" },
     { name = "langgraph-checkpoint" },
@@ -168,17 +178,17 @@ dependencies = [
     { name = "openai" },
 ]
 
-[package.dev-dependencies]
+[package.metadata]
+requires-dist = [{ name = "agentkernel", extras = ["langgraph", "redis"], specifier = ">=0.4.0" }]
+
+[package.metadata.requires-dev]
 dev = [
-    { name = "agentkernel", extra = ["test"] },
-    { name = "black" },
-    { name = "isort" },
-    { name = "mypy" },
+    { name = "agentkernel", extras = ["test"], specifier = ">=0.4.0" },
+    { name = "black", specifier = ">=23.0.0" },
+    { name = "isort", specifier = ">=5.0.0" },
+    { name = "mypy", specifier = ">=1.0.0" },
 ]
-
-[package.metadata]
-requires-dist = [
-    { name = "agentkernel", extras = ["langgraph", "redis"], specifier = ">=0.4.0" },
+langgraph = [
     { name = "langchain-litellm", specifier = ">=0.2.2" },
     { name = "langchain-openai", specifier = "==1.1.6" },
     { name = "langgraph-checkpoint", specifier = "==3.0.1" },
@@ -189,14 +199,6 @@ requires-dist = [
     { name = "openai", specifier = ">=1.99.1" },
 ]
 
-[package.metadata.requires-dev]
-dev = [
-    { name = "agentkernel", extras = ["test"], specifier = ">=0.4.0" },
-    { name = "black", specifier = ">=23.0.0" },
-    { name = "isort", specifier = ">=5.0.0" },
-    { name = "mypy", specifier = ">=1.0.0" },
-]
-
 [[package]]
 name = "black"
 version = "25.9.0"

From 3bcf93a206ae8325d66104e52b33a3fe050f6c49 Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Thu, 14 May 2026 17:15:38 +0530
Subject: [PATCH 41/67] fix: update math and history agents to use GPT-4.1
 model and refine instructions

---
 examples/aws-containerized/adk/app.py             | 11 +++++------
 examples/aws-containerized/crewai/app.py          |  6 ++++--
 examples/aws-containerized/mcp/multi/server.py    |  7 +++++--
 examples/aws-containerized/openai-dynamodb/app.py |  7 +++++--
 4 files changed, 19 insertions(+), 12 deletions(-)

diff --git a/examples/aws-containerized/adk/app.py b/examples/aws-containerized/adk/app.py
index 7b95d7414..07f86feab 100644
--- a/examples/aws-containerized/adk/app.py
+++ b/examples/aws-containerized/adk/app.py
@@ -6,19 +6,18 @@
 # Math specialist agent
 math_agent = Agent(
     name="math",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Specialist agent for math questions",
     instruction="""
-    You provide help with math problems.
-    Explain your reasoning at each step and include examples.
-    If prompted for anything else you refuse to answer.
+    You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.
     """,
 )
 
 # General purpose agent
 history_agent = Agent(
     name="history",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Agent for history questions",
     instruction="""
     You provide assistance with history queries.
@@ -28,7 +27,7 @@
 
 triage_agent = LlmAgent(
     name="triage",
-    model=LiteLlm(model="openai/gpt-4o-mini"),
+    model=LiteLlm(model="openai/gpt-4.1-mini"),
     description="Agent that routes the user to the appropriate specialist agent (math or history).",
     instruction="""
     You determine which agent to use based on the user's question.
diff --git a/examples/aws-containerized/crewai/app.py b/examples/aws-containerized/crewai/app.py
index 7315dd3b0..0fe275698 100644
--- a/examples/aws-containerized/crewai/app.py
+++ b/examples/aws-containerized/crewai/app.py
@@ -7,9 +7,10 @@
 math_agent = Agent(
     role="math",
     goal="Specialist agent for math questions",
-    backstory="You provide help with math problems. Explain your reasoning at each step and include examples. \
-        If prompted for anything else you refuse to answer.",
+    backstory="You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.",
     verbose=False,
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = Agent(
@@ -17,6 +18,7 @@
     goal="Specialist agent for historical questions",
     backstory="You provide assistance with historical queries. Explain important events and context clearly.",
     verbose=False,
+    model="openai/gpt-4.1-mini",
 )
 
 router = APIRouter()
diff --git a/examples/aws-containerized/mcp/multi/server.py b/examples/aws-containerized/mcp/multi/server.py
index eac189ba7..d323cc7f4 100644
--- a/examples/aws-containerized/mcp/multi/server.py
+++ b/examples/aws-containerized/mcp/multi/server.py
@@ -10,13 +10,15 @@
     handoff_description="Agent for general questions",
     instructions="You provide assistance with general queries. Give short and clear answers. "
     "Give direct and correct answers. Answer the question only. Don't give any explanation",
+    model="openai/gpt-4.1-mini",
 )
 
 math_agent = OpenAIAgent(
     name="math",
     handoff_description="Specialist agent for math questions",
-    instructions="You provide help with math problems. Give direct and correct answers. Answer the question only. Don't give any explanation. \
-        If prompted for anything else you refuse to answer.",
+    instructions="You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.",
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = CrewAIAgent(
@@ -24,6 +26,7 @@
     goal="Specialist agent for history questions",
     backstory="You provide assistance with history queries. Give direct and correct answers. Answer the question only. Don't give any explanation",
     verbose=False,
+    model="openai/gpt-4.1-mini",
 )
 
 OpenAIModule([general_agent, math_agent])
diff --git a/examples/aws-containerized/openai-dynamodb/app.py b/examples/aws-containerized/openai-dynamodb/app.py
index 9d20ccecf..6e0b92361 100644
--- a/examples/aws-containerized/openai-dynamodb/app.py
+++ b/examples/aws-containerized/openai-dynamodb/app.py
@@ -5,19 +5,22 @@
 math_agent = Agent(
     name="math",
     handoff_description="Specialist agent for math questions",
-    instructions="You provide help with math problems. Explain your reasoning at each step and include examples. \
-        If prompted for anything else you refuse to answer.",
+    instructions="You provide help with math problems. Do not provide reasoning or step-by-step explanations. Just give the final answer. \
+         If prompted for anything else, refuse to answer.",
+    model="openai/gpt-4.1-mini",
 )
 
 history_agent = Agent(
     name="history",
     handoff_description="Specialist agent for historical questions",
     instructions="You provide assistance with historical queries. Explain important events and context clearly.",
+    model="openai/gpt-4.1-mini",
 )
 
 triage_agent = Agent(
     name="triage",
     instructions="You determine which agent to use based on the user's question.",
+    model="openai/gpt-4.1-mini",
     handoffs=[history_agent, math_agent],
 )
 

From 9ac72df7d64dc1ddf2bf6af02d4e9d6cbaa2d92e Mon Sep 17 00:00:00 2001
From: JohnPraveenYL <john.praveen@yaalalabs.com>
Date: Fri, 15 May 2026 10:40:20 +0530
Subject: [PATCH 42/67] fix: update math agent test to assert correct response
 format

---
 examples/aws-containerized/crewai/app_test.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/aws-containerized/crewai/app_test.py b/examples/aws-containerized/crewai/app_test.py
index ac5aa6a16..d5c001fde 100644
--- a/examples/aws-containerized/crewai/app_test.py
+++ b/examples/aws-containerized/crewai/app_test.py
@@ -42,4 +42,4 @@ async def http_client():
 @pytest.mark.order(1)
 async def test_math_agent(http_client):
     response = await http_client.send("What is 23 multiplied by 17?")
-    Test.compare(response, ["23 multiplied by 17 equals 391"])
+    Test.compare(response, ["391"])

From 880cd22f4229f7c4b757c8e861f946bfbc9bd3fe Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Tue, 19 May 2026 15:08:45 +0530
Subject: [PATCH 43/67] python multipart updates

---
 ak-py/pyproject.toml                          |  1 +
 ak-py/uv.lock                                 |  2 ++
 .../api/multimodal/langgraph/pyproject.toml   |  4 +--
 examples/api/multimodal/langgraph/uv.lock     | 17 ++++---------
 .../api/multimodal/smolagents/pyproject.toml  |  1 -
 examples/api/multimodal/smolagents/uv.lock    | 13 +---------
 .../aws-containerized/crewai/pyproject.toml   |  3 +--
 examples/aws-containerized/crewai/uv.lock     | 25 ++++++++-----------
 8 files changed, 21 insertions(+), 45 deletions(-)

diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index 770d86a19..779a0d66d 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -137,6 +137,7 @@ mcp = [
 ]
 multimodal = [
     "litellm>=1.74.9",
+    "python-multipart>=0.0.12",
 ]
 
 [project.scripts]
diff --git a/ak-py/uv.lock b/ak-py/uv.lock
index e664a25e1..770838fda 100644
--- a/ak-py/uv.lock
+++ b/ak-py/uv.lock
@@ -119,6 +119,7 @@ messenger = [
 ]
 multimodal = [
     { name = "litellm" },
+    { name = "python-multipart" },
 ]
 neo4j = [
     { name = "neo4j" },
@@ -232,6 +233,7 @@ requires-dist = [
     { name = "pytest-cov", marker = "extra == 'test'", specifier = ">=6.2.1" },
     { name = "pytest-html", marker = "extra == 'test'", specifier = ">=4.1.1" },
     { name = "pytest-order", marker = "extra == 'test'", specifier = ">=1.3.0" },
+    { name = "python-multipart", marker = "extra == 'multimodal'", specifier = ">=0.0.12" },
     { name = "pyyaml", specifier = ">=6.0.2" },
     { name = "ragas", marker = "extra == 'test'", specifier = ">=0.4.1" },
     { name = "rapidfuzz", marker = "extra == 'test'", specifier = ">=3.14.1" },
diff --git a/examples/api/multimodal/langgraph/pyproject.toml b/examples/api/multimodal/langgraph/pyproject.toml
index 0cd7f9759..9506c3829 100644
--- a/examples/api/multimodal/langgraph/pyproject.toml
+++ b/examples/api/multimodal/langgraph/pyproject.toml
@@ -5,9 +5,7 @@ description = "LangGraph multimodal example for Agent Kernel"
 requires-python = ">=3.12"
 dependencies = [
     "agentkernel[api,auth,langgraph,multimodal]>=0.4.0",
-    "langchain-openai>=0.1.0",
-    "python-multipart>=0.0.12",
-
+    "langchain-openai>=0.1.0"
 ]
 
 [dependency-groups]
diff --git a/examples/api/multimodal/langgraph/uv.lock b/examples/api/multimodal/langgraph/uv.lock
index a45a5d3a8..81f38de44 100644
--- a/examples/api/multimodal/langgraph/uv.lock
+++ b/examples/api/multimodal/langgraph/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -205,7 +205,6 @@ source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "auth", "langgraph", "multimodal"] },
     { name = "langchain-openai" },
-    { name = "python-multipart" },
 ]
 
 [package.dev-dependencies]
@@ -222,7 +221,6 @@ dev = [
 requires-dist = [
     { name = "agentkernel", extras = ["api", "auth", "langgraph", "multimodal"], specifier = ">=0.4.0" },
     { name = "langchain-openai", specifier = ">=0.1.0" },
-    { name = "python-multipart", specifier = ">=0.0.12" },
 ]
 
 [package.metadata.requires-dev]
@@ -679,6 +677,7 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ea/ab/1608e5a7578e62113506740b88066bf09888322a311cff602105e619bd87/greenlet-3.3.2-cp312-cp312-macosx_11_0_universal2.whl", hash = "sha256:ac8d61d4343b799d1e526db579833d72f23759c71e07181c2d2944e429eb09cd", size = 280358, upload-time = "2026-02-20T20:17:43.971Z" },
     { url = "https://files.pythonhosted.org/packages/a5/23/0eae412a4ade4e6623ff7626e38998cb9b11e9ff1ebacaa021e4e108ec15/greenlet-3.3.2-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3ceec72030dae6ac0c8ed7591b96b70410a8be370b6a477b1dbc072856ad02bd", size = 601217, upload-time = "2026-02-20T20:47:31.462Z" },
     { url = "https://files.pythonhosted.org/packages/f8/16/5b1678a9c07098ecb9ab2dd159fafaf12e963293e61ee8d10ecb55273e5e/greenlet-3.3.2-cp312-cp312-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a2a5be83a45ce6188c045bcc44b0ee037d6a518978de9a5d97438548b953a1ac", size = 611792, upload-time = "2026-02-20T20:55:58.423Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/c5/cc09412a29e43406eba18d61c70baa936e299bc27e074e2be3806ed29098/greenlet-3.3.2-cp312-cp312-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ae9e21c84035c490506c17002f5c8ab25f980205c3e61ddb3a2a2a2e6c411fcb", size = 626250, upload-time = "2026-02-20T21:02:46.596Z" },
     { url = "https://files.pythonhosted.org/packages/50/1f/5155f55bd71cabd03765a4aac9ac446be129895271f73872c36ebd4b04b6/greenlet-3.3.2-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:43e99d1749147ac21dde49b99c9abffcbc1e2d55c67501465ef0930d6e78e070", size = 613875, upload-time = "2026-02-20T20:21:01.102Z" },
     { url = "https://files.pythonhosted.org/packages/fc/dd/845f249c3fcd69e32df80cdab059b4be8b766ef5830a3d0aa9d6cad55beb/greenlet-3.3.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:4c956a19350e2c37f2c48b336a3afb4bff120b36076d9d7fb68cb44e05d95b79", size = 1571467, upload-time = "2026-02-20T20:49:33.495Z" },
     { url = "https://files.pythonhosted.org/packages/2a/50/2649fe21fcc2b56659a452868e695634722a6655ba245d9f77f5656010bf/greenlet-3.3.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:6c6f8ba97d17a1e7d664151284cb3315fc5f8353e75221ed4324f84eb162b395", size = 1640001, upload-time = "2026-02-20T20:21:09.154Z" },
@@ -687,6 +686,7 @@ wheels = [
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 name = "pytokens"
 version = "0.4.1"
diff --git a/examples/api/multimodal/smolagents/pyproject.toml b/examples/api/multimodal/smolagents/pyproject.toml
index fbd5cdd30..1f23321ad 100644
--- a/examples/api/multimodal/smolagents/pyproject.toml
+++ b/examples/api/multimodal/smolagents/pyproject.toml
@@ -5,7 +5,6 @@ description = "smolagents multimodal example for Agent Kernel"
 requires-python = ">=3.12"
 dependencies = [
     "agentkernel[api,smolagents,multimodal]>=0.4.0",
-    "python-multipart>=0.0.12",
     "smolagents",
 ]
 
diff --git a/examples/api/multimodal/smolagents/uv.lock b/examples/api/multimodal/smolagents/uv.lock
index 946e728cd..99b6553af 100644
--- a/examples/api/multimodal/smolagents/uv.lock
+++ b/examples/api/multimodal/smolagents/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -195,7 +195,6 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "multimodal"] },
-    { name = "python-multipart" },
     { name = "smolagents" },
 ]
 
@@ -212,7 +211,6 @@ dev = [
 [package.metadata]
 requires-dist = [
     { name = "agentkernel", extras = ["api", "smolagents", "multimodal"], specifier = ">=0.4.0" },
-    { name = "python-multipart", specifier = ">=0.0.12" },
     { name = "smolagents" },
 ]
 
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diff --git a/examples/aws-containerized/crewai/pyproject.toml b/examples/aws-containerized/crewai/pyproject.toml
index 21a535a98..df4e1ef39 100644
--- a/examples/aws-containerized/crewai/pyproject.toml
+++ b/examples/aws-containerized/crewai/pyproject.toml
@@ -18,8 +18,7 @@ dev = [
 ]
 
 crewai=[
-    "crewai==0.165.1",
-    "python-multipart",
+    "crewai==0.165.1"
 ]
 
 [tool.uv]
diff --git a/examples/aws-containerized/crewai/uv.lock b/examples/aws-containerized/crewai/uv.lock
index 82fb9e9e7..d52396f7d 100644
--- a/examples/aws-containerized/crewai/uv.lock
+++ b/examples/aws-containerized/crewai/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.15' and sys_platform == 'win32'",
@@ -235,7 +235,6 @@ dependencies = [
 [package.dev-dependencies]
 crewai = [
     { name = "crewai" },
-    { name = "python-multipart" },
 ]
 dev = [
     { name = "agentkernel", extra = ["test"] },
@@ -248,10 +247,7 @@ dev = [
 requires-dist = [{ name = "agentkernel", extras = ["crewai", "api", "redis"], specifier = ">=0.4.0" }]
 
 [package.metadata.requires-dev]
-crewai = [
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-    { name = "python-multipart" },
-]
+crewai = [{ name = "crewai", specifier = "==0.165.1" }]
 dev = [
     { name = "agentkernel", extras = ["test"], specifier = ">=0.4.0" },
     { name = "black", specifier = ">=23.0.0" },
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 version = "0.4.1"

From 296681999096e923655224af5c8d0400dacb5d97 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Wed, 20 May 2026 10:20:43 +0530
Subject: [PATCH 44/67] langraph version made strict change reverted

---
 ak-py/pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index 779a0d66d..9295aae50 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -37,7 +37,7 @@ crewai = [
     "openinference-instrumentation-litellm>=0.1.28",
 ]
 langgraph = [
-    "langgraph==1.0.5",
+    "langgraph~=1.0.5",
     "langchain~=1.2.3",
     "langchain_community~=0.4.1",
     "litellm~=1.74.9"

From ddc2a65f2154eea01b244ad011f34e2c6123825b Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Mon, 1 Jun 2026 13:08:46 +0530
Subject: [PATCH 45/67] reverted to develop toml file versions

---
 ak-py/pyproject.toml                          |    1 -
 ak-py/uv.lock                                 |   22 +-
 .../api/multimodal/langgraph/pyproject.toml   |    4 +-
 examples/api/multimodal/langgraph/uv.lock     |   17 +-
 .../api/multimodal/smolagents/pyproject.toml  |    1 +
 examples/api/multimodal/smolagents/uv.lock    |   13 +-
 .../aws-containerized/crewai/pyproject.toml   |    6 +-
 examples/aws-containerized/crewai/uv.lock     |   20 +-
 .../mcp/multi/pyproject.toml                  |   10 +-
 examples/aws-containerized/mcp/multi/uv.lock  | 5273 +++++++++--------
 examples/aws-serverless/crewai/pyproject.toml |    4 +-
 examples/aws-serverless/crewai/uv.lock        |    4 -
 .../aws-serverless/langgraph/pyproject.toml   |   18 +-
 examples/aws-serverless/langgraph/uv.lock     | 1017 +++-
 .../scalable-openai/pyproject.toml            |    4 +-
 15 files changed, 3840 insertions(+), 2574 deletions(-)

diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index 9295aae50..3044daec7 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -137,7 +137,6 @@ mcp = [
 ]
 multimodal = [
     "litellm>=1.74.9",
-    "python-multipart>=0.0.12",
 ]
 
 [project.scripts]
diff --git a/ak-py/uv.lock b/ak-py/uv.lock
index 770838fda..668342de4 100644
--- a/ak-py/uv.lock
+++ b/ak-py/uv.lock
@@ -119,7 +119,6 @@ messenger = [
 ]
 multimodal = [
     { name = "litellm" },
-    { name = "python-multipart" },
 ]
 neo4j = [
     { name = "neo4j" },
@@ -210,7 +209,7 @@ requires-dist = [
     { name = "langchain", marker = "extra == 'langgraph'", specifier = "~=1.2.3" },
     { name = "langchain-community", marker = "extra == 'langgraph'", specifier = "~=0.4.1" },
     { name = "langfuse", marker = "extra == 'langfuse'", specifier = ">=4.2.0" },
-    { name = "langgraph", marker = "extra == 'langgraph'", specifier = "==1.0.5" },
+    { name = "langgraph", marker = "extra == 'langgraph'", specifier = "~=1.0.5" },
     { name = "litellm", marker = "extra == 'adk'", specifier = "~=1.74.3" },
     { name = "litellm", marker = "extra == 'langgraph'", specifier = "~=1.74.9" },
     { name = "litellm", marker = "extra == 'multimodal'", specifier = ">=1.74.9" },
@@ -233,7 +232,6 @@ requires-dist = [
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     { name = "pytest-html", marker = "extra == 'test'", specifier = ">=4.1.1" },
     { name = "pytest-order", marker = "extra == 'test'", specifier = ">=1.3.0" },
-    { name = "python-multipart", marker = "extra == 'multimodal'", specifier = ">=0.0.12" },
     { name = "pyyaml", specifier = ">=6.0.2" },
     { name = "ragas", marker = "extra == 'test'", specifier = ">=0.4.1" },
     { name = "rapidfuzz", marker = "extra == 'test'", specifier = ">=3.14.1" },
@@ -2698,16 +2696,16 @@ wheels = [
 
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+version = "1.2.10"
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+version = "1.0.10"
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 ]
 
 [[package]]
 name = "langgraph-checkpoint"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 ]
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 [[package]]
diff --git a/examples/api/multimodal/langgraph/pyproject.toml b/examples/api/multimodal/langgraph/pyproject.toml
index 9506c3829..0cd7f9759 100644
--- a/examples/api/multimodal/langgraph/pyproject.toml
+++ b/examples/api/multimodal/langgraph/pyproject.toml
@@ -5,7 +5,9 @@ description = "LangGraph multimodal example for Agent Kernel"
 requires-python = ">=3.12"
 dependencies = [
     "agentkernel[api,auth,langgraph,multimodal]>=0.4.0",
-    "langchain-openai>=0.1.0"
+    "langchain-openai>=0.1.0",
+    "python-multipart>=0.0.12",
+
 ]
 
 [dependency-groups]
diff --git a/examples/api/multimodal/langgraph/uv.lock b/examples/api/multimodal/langgraph/uv.lock
index 81f38de44..a45a5d3a8 100644
--- a/examples/api/multimodal/langgraph/uv.lock
+++ b/examples/api/multimodal/langgraph/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -205,6 +205,7 @@ source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "auth", "langgraph", "multimodal"] },
     { name = "langchain-openai" },
+    { name = "python-multipart" },
 ]
 
 [package.dev-dependencies]
@@ -221,6 +222,7 @@ dev = [
 requires-dist = [
     { name = "agentkernel", extras = ["api", "auth", "langgraph", "multimodal"], specifier = ">=0.4.0" },
     { name = "langchain-openai", specifier = ">=0.1.0" },
+    { name = "python-multipart", specifier = ">=0.0.12" },
 ]
 
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+[[package]]
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+version = "0.0.22"
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+sdist = { url = "https://files.pythonhosted.org/packages/94/01/979e98d542a70714b0cb2b6728ed0b7c46792b695e3eaec3e20711271ca3/python_multipart-0.0.22.tar.gz", hash = "sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58", size = 37612, upload-time = "2026-01-25T10:15:56.219Z" }
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+
 [[package]]
 name = "pytokens"
 version = "0.4.1"
diff --git a/examples/api/multimodal/smolagents/pyproject.toml b/examples/api/multimodal/smolagents/pyproject.toml
index 1f23321ad..fbd5cdd30 100644
--- a/examples/api/multimodal/smolagents/pyproject.toml
+++ b/examples/api/multimodal/smolagents/pyproject.toml
@@ -5,6 +5,7 @@ description = "smolagents multimodal example for Agent Kernel"
 requires-python = ">=3.12"
 dependencies = [
     "agentkernel[api,smolagents,multimodal]>=0.4.0",
+    "python-multipart>=0.0.12",
     "smolagents",
 ]
 
diff --git a/examples/api/multimodal/smolagents/uv.lock b/examples/api/multimodal/smolagents/uv.lock
index 99b6553af..946e728cd 100644
--- a/examples/api/multimodal/smolagents/uv.lock
+++ b/examples/api/multimodal/smolagents/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -195,6 +195,7 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "multimodal"] },
+    { name = "python-multipart" },
     { name = "smolagents" },
 ]
 
@@ -211,6 +212,7 @@ dev = [
 [package.metadata]
 requires-dist = [
     { name = "agentkernel", extras = ["api", "smolagents", "multimodal"], specifier = ">=0.4.0" },
+    { name = "python-multipart", specifier = ">=0.0.12" },
     { name = "smolagents" },
 ]
 
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 ]
 
+[[package]]
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+version = "0.0.24"
+source = { registry = "https://pypi.org/simple" }
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+    { url = "https://files.pythonhosted.org/packages/a3/73/89930efabd4da63cea44a3f438aeb753d600123570e6d6264e763617a9ce/python_multipart-0.0.24-py3-none-any.whl", hash = "sha256:9b110a98db707df01a53c194f0af075e736a770dc5058089650d70b4a182f950", size = 24420, upload-time = "2026-04-05T20:49:12.555Z" },
+]
+
 [[package]]
 name = "pytokens"
 version = "0.4.1"
diff --git a/examples/aws-containerized/crewai/pyproject.toml b/examples/aws-containerized/crewai/pyproject.toml
index df4e1ef39..a5594ce86 100644
--- a/examples/aws-containerized/crewai/pyproject.toml
+++ b/examples/aws-containerized/crewai/pyproject.toml
@@ -6,7 +6,7 @@ readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
     "agentkernel[crewai,api,redis]>=0.4.0",
-    
+    "crewai==0.165.1"
 ]
 
 [dependency-groups]
@@ -17,10 +17,6 @@ dev = [
     "mypy>=1.0.0",
 ]
 
-crewai=[
-    "crewai==0.165.1"
-]
-
 [tool.uv]
 package = false
 
diff --git a/examples/aws-containerized/crewai/uv.lock b/examples/aws-containerized/crewai/uv.lock
index d52396f7d..d653006e2 100644
--- a/examples/aws-containerized/crewai/uv.lock
+++ b/examples/aws-containerized/crewai/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.15' and sys_platform == 'win32'",
@@ -230,12 +230,10 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "crewai", "redis"] },
+    { name = "crewai" },
 ]
 
 [package.dev-dependencies]
-crewai = [
-    { name = "crewai" },
-]
 dev = [
     { name = "agentkernel", extra = ["test"] },
     { name = "black" },
@@ -244,10 +242,12 @@ dev = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "agentkernel", extras = ["crewai", "api", "redis"], specifier = ">=0.4.0" }]
+requires-dist = [
+    { name = "agentkernel", extras = ["crewai", "api", "redis"], specifier = ">=0.4.0" },
+    { name = "crewai", specifier = "==0.165.1" },
+]
 
 [package.metadata.requires-dev]
-crewai = [{ name = "crewai", specifier = "==0.165.1" }]
 dev = [
     { name = "agentkernel", extras = ["test"], specifier = ">=0.4.0" },
     { name = "black", specifier = ">=23.0.0" },
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diff --git a/examples/aws-containerized/mcp/multi/pyproject.toml b/examples/aws-containerized/mcp/multi/pyproject.toml
index c0cb0f6af..42303af01 100644
--- a/examples/aws-containerized/mcp/multi/pyproject.toml
+++ b/examples/aws-containerized/mcp/multi/pyproject.toml
@@ -5,9 +5,7 @@ description = "Demo of CrewAI and OpenAI Agents SDK based agents running in Agen
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[api,crewai,redis,mcp]>=0.4.0",
-    
-    
+    "agentkernel[api,crewai,openai,mcp]>=0.4.0",
 ]
 
 [dependency-groups]
@@ -18,12 +16,6 @@ dev = [
     "mypy>=1.0.0",
 ]
 
-mcp=[
-    "openai<1.107.1",
-    "openai-agents<=0.3.3",
-    "crewai==0.165.1",
-]
-
 [tool.uv]
 package = false
 
diff --git a/examples/aws-containerized/mcp/multi/uv.lock b/examples/aws-containerized/mcp/multi/uv.lock
index 89186cf9f..3a02cbd0d 100644
--- a/examples/aws-containerized/mcp/multi/uv.lock
+++ b/examples/aws-containerized/mcp/multi/uv.lock
@@ -2,18 +2,9 @@ version = 1
 revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
-    "python_full_version >= '3.15' and sys_platform == 'win32'",
-    "python_full_version >= '3.15' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.15' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version == '3.14.*' and sys_platform == 'win32'",
-    "python_full_version == '3.14.*' and sys_platform == 'emscripten'",
-    "python_full_version == '3.14.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version == '3.13.*' and sys_platform == 'win32'",
-    "python_full_version < '3.13' and sys_platform == 'win32'",
-    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
-    "python_full_version < '3.13' and sys_platform == 'emscripten'",
-    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.14'",
+    "python_full_version == '3.13.*'",
+    "python_full_version < '3.13'",
 ]
 
 [[package]]
@@ -46,8 +37,10 @@ crewai = [
 mcp = [
     { name = "fastmcp" },
 ]
-redis = [
-    { name = "redis" },
+openai = [
+    { name = "openai-agents" },
+    { name = "openai-guardrails" },
+    { name = "openinference-instrumentation-openai-agents" },
 ]
 test = [
     { name = "datasets" },
@@ -62,18 +55,6 @@ test = [
     { name = "rapidfuzz" },
 ]
 
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 version = "2.6.1"
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+version = "3.13.2"
 source = { registry = "https://pypi.org/simple" }
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 source = { virtual = "." }
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+requires-dist = [{ name = "agentkernel", extras = ["api", "crewai", "openai", "mcp"], specifier = ">=0.4.0" }]
 
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     { name = "orjson" },
     { name = "overrides" },
+    { name = "posthog" },
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 name = "zipp"
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 [[package]]
diff --git a/examples/aws-serverless/crewai/pyproject.toml b/examples/aws-serverless/crewai/pyproject.toml
index a0449e30e..8b96a03db 100644
--- a/examples/aws-serverless/crewai/pyproject.toml
+++ b/examples/aws-serverless/crewai/pyproject.toml
@@ -16,9 +16,7 @@ dev = [
     "isort>=5.0.0",
     "mypy>=1.0.0",
 ]
-crewai = [
-    "crewai==0.165.1",
-]
+
 [tool.uv]
 package = false
 
diff --git a/examples/aws-serverless/crewai/uv.lock b/examples/aws-serverless/crewai/uv.lock
index 866ccbde0..6462174e2 100644
--- a/examples/aws-serverless/crewai/uv.lock
+++ b/examples/aws-serverless/crewai/uv.lock
@@ -184,9 +184,6 @@ dependencies = [
 ]
 
 [package.dev-dependencies]
-crewai = [
-    { name = "crewai" },
-]
 dev = [
     { name = "agentkernel", extra = ["test"] },
     { name = "black" },
@@ -201,7 +198,6 @@ requires-dist = [
 ]
 
 [package.metadata.requires-dev]
-crewai = [{ name = "crewai", specifier = "==0.165.1" }]
 dev = [
     { name = "agentkernel", extras = ["test"], specifier = ">=0.4.0" },
     { name = "black", specifier = ">=23.0.0" },
diff --git a/examples/aws-serverless/langgraph/pyproject.toml b/examples/aws-serverless/langgraph/pyproject.toml
index da5ab163b..5efcfb262 100644
--- a/examples/aws-serverless/langgraph/pyproject.toml
+++ b/examples/aws-serverless/langgraph/pyproject.toml
@@ -3,10 +3,13 @@ name = "aws-serverless-langgraph"
 version = "0.1.0"
 description = "Demo of LangGraph based agents running in Agent Kernel on AWS Lambda"
 readme = "README.md"
-requires-python = ">=3.12,<3.13"
+requires-python = ">=3.12"
 dependencies = [
     "agentkernel[langgraph,redis]>=0.4.0",
-          
+    "langchain-litellm>=0.2.2",
+    "langchain-openai>=0.3.28",
+    "langgraph-supervisor>=0.0.29",
+    "openai>=1.99.1",
 ]
 
 [dependency-groups]
@@ -17,17 +20,6 @@ dev = [
     "mypy>=1.0.0",
 ]
 
-langgraph=[
-    "langchain-litellm>=0.2.2",
-    "langchain-openai==1.1.6",          
-    "langgraph-checkpoint==3.0.1",
-    "langgraph-prebuilt==1.0.5",  
-    "langgraph-sdk==0.3.1",
-    "langgraph-supervisor>=0.0.29",
-    "langsmith==0.5.0",
-    "openai>=1.99.1",       
-]
-
 [tool.uv]
 package = false
 
diff --git a/examples/aws-serverless/langgraph/uv.lock b/examples/aws-serverless/langgraph/uv.lock
index 8845726b5..4589a1fba 100644
--- a/examples/aws-serverless/langgraph/uv.lock
+++ b/examples/aws-serverless/langgraph/uv.lock
@@ -1,10 +1,16 @@
 version = 1
 revision = 3
-requires-python = "==3.12.*"
+requires-python = ">=3.12"
 resolution-markers = [
-    "sys_platform == 'win32'",
-    "sys_platform == 'emscripten'",
-    "sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'emscripten'",
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
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     { name = "sniffio" },
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+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
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 source = { virtual = "." }
 dependencies = [
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+    { name = "langchain-litellm" },
+    { name = "langchain-openai" },
+    { name = "langgraph-supervisor" },
+    { name = "openai" },
 ]
 
 [package.dev-dependencies]
@@ -167,19 +194,15 @@ dev = [
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     { name = "mypy" },
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-    { name = "langchain-openai" },
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-    { name = "openai" },
-]
 
 [package.metadata]
-requires-dist = [{ name = "agentkernel", extras = ["langgraph", "redis"], specifier = ">=0.4.0" }]
+requires-dist = [
+    { name = "agentkernel", extras = ["langgraph", "redis"], specifier = ">=0.4.0" },
+    { name = "langchain-litellm", specifier = ">=0.2.2" },
+    { name = "langchain-openai", specifier = ">=0.3.28" },
+    { name = "langgraph-supervisor", specifier = ">=0.0.29" },
+    { name = "openai", specifier = ">=1.99.1" },
+]
 
 [package.metadata.requires-dev]
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@@ -188,16 +211,6 @@ dev = [
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-    { name = "langsmith", specifier = "==0.5.0" },
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diff --git a/examples/aws-serverless/scalable-openai/pyproject.toml b/examples/aws-serverless/scalable-openai/pyproject.toml
index 719ce8a8d..fdad9fbdc 100644
--- a/examples/aws-serverless/scalable-openai/pyproject.toml
+++ b/examples/aws-serverless/scalable-openai/pyproject.toml
@@ -1,11 +1,11 @@
 [project]
 name = "aws-serverless-scalable-openai"
 version = "0.1.0"
-description = "Demo of OpenAI Agents SDK based agents running in Agent Kernel on AWS Lambda with authentication"
+description = "Demo of OpenAI Agents SDK based agents running in Agent Kernel on AWS Lambda with scalable queue processing"
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[aws,openai,redis]>=0.4.0"
+    "agentkernel[aws,openai]>=0.4.0"
 ]
 
 [dependency-groups]

From a3a7a21c064089b38a1cfea063569254a0c5df7d Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Tue, 19 May 2026 15:08:45 +0530
Subject: [PATCH 46/67] python multipart updates

---
 ak-py/pyproject.toml                            |  1 +
 ak-py/uv.lock                                   |  2 ++
 .../api/multimodal/langgraph/pyproject.toml     |  4 +---
 examples/api/multimodal/langgraph/uv.lock       | 17 +++++------------
 .../api/multimodal/smolagents/pyproject.toml    |  1 -
 examples/api/multimodal/smolagents/uv.lock      | 13 +------------
 examples/aws-containerized/crewai/uv.lock       | 10 +++++++++-
 7 files changed, 19 insertions(+), 29 deletions(-)

diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index 3044daec7..9295aae50 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -137,6 +137,7 @@ mcp = [
 ]
 multimodal = [
     "litellm>=1.74.9",
+    "python-multipart>=0.0.12",
 ]
 
 [project.scripts]
diff --git a/ak-py/uv.lock b/ak-py/uv.lock
index 668342de4..3ddc1b14d 100644
--- a/ak-py/uv.lock
+++ b/ak-py/uv.lock
@@ -119,6 +119,7 @@ messenger = [
 ]
 multimodal = [
     { name = "litellm" },
+    { name = "python-multipart" },
 ]
 neo4j = [
     { name = "neo4j" },
@@ -232,6 +233,7 @@ requires-dist = [
     { name = "pytest-cov", marker = "extra == 'test'", specifier = ">=6.2.1" },
     { name = "pytest-html", marker = "extra == 'test'", specifier = ">=4.1.1" },
     { name = "pytest-order", marker = "extra == 'test'", specifier = ">=1.3.0" },
+    { name = "python-multipart", marker = "extra == 'multimodal'", specifier = ">=0.0.12" },
     { name = "pyyaml", specifier = ">=6.0.2" },
     { name = "ragas", marker = "extra == 'test'", specifier = ">=0.4.1" },
     { name = "rapidfuzz", marker = "extra == 'test'", specifier = ">=3.14.1" },
diff --git a/examples/api/multimodal/langgraph/pyproject.toml b/examples/api/multimodal/langgraph/pyproject.toml
index 0cd7f9759..9506c3829 100644
--- a/examples/api/multimodal/langgraph/pyproject.toml
+++ b/examples/api/multimodal/langgraph/pyproject.toml
@@ -5,9 +5,7 @@ description = "LangGraph multimodal example for Agent Kernel"
 requires-python = ">=3.12"
 dependencies = [
     "agentkernel[api,auth,langgraph,multimodal]>=0.4.0",
-    "langchain-openai>=0.1.0",
-    "python-multipart>=0.0.12",
-
+    "langchain-openai>=0.1.0"
 ]
 
 [dependency-groups]
diff --git a/examples/api/multimodal/langgraph/uv.lock b/examples/api/multimodal/langgraph/uv.lock
index a45a5d3a8..81f38de44 100644
--- a/examples/api/multimodal/langgraph/uv.lock
+++ b/examples/api/multimodal/langgraph/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -205,7 +205,6 @@ source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "auth", "langgraph", "multimodal"] },
     { name = "langchain-openai" },
-    { name = "python-multipart" },
 ]
 
 [package.dev-dependencies]
@@ -222,7 +221,6 @@ dev = [
 requires-dist = [
     { name = "agentkernel", extras = ["api", "auth", "langgraph", "multimodal"], specifier = ">=0.4.0" },
     { name = "langchain-openai", specifier = ">=0.1.0" },
-    { name = "python-multipart", specifier = ">=0.0.12" },
 ]
 
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diff --git a/examples/api/multimodal/smolagents/pyproject.toml b/examples/api/multimodal/smolagents/pyproject.toml
index fbd5cdd30..1f23321ad 100644
--- a/examples/api/multimodal/smolagents/pyproject.toml
+++ b/examples/api/multimodal/smolagents/pyproject.toml
@@ -5,7 +5,6 @@ description = "smolagents multimodal example for Agent Kernel"
 requires-python = ">=3.12"
 dependencies = [
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index 946e728cd..99b6553af 100644
--- a/examples/api/multimodal/smolagents/uv.lock
+++ b/examples/api/multimodal/smolagents/uv.lock
@@ -1,5 +1,5 @@
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 requires-python = ">=3.12"
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 source = { virtual = "." }
 dependencies = [
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index d653006e2..2cb47a57c 100644
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+    { url = "https://files.pythonhosted.org/packages/82/35/75722be7e26a2af4cbd2dc35b0ed382dacf9394b7e75551f76ed1abe87f2/greenlet-3.5.0-cp314-cp314-manylinux_2_39_riscv64.whl", hash = "sha256:1bae92a1dd94c5f9d9493c3a212dd874c202442047cf96446412c862feca83a2", size = 470799, upload-time = "2026-04-27T13:05:17.094Z" },
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@@ -1085,7 +1091,9 @@ wheels = [
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From 1fef5132cf59b815be87b4a8a5eb389f486bdea5 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Mon, 1 Jun 2026 13:23:54 +0530
Subject: [PATCH 47/67] retained the develop versions of build.sh and deploy.sh
 files

---
 examples/aws-containerized/crewai/build.sh               | 1 -
 examples/aws-containerized/crewai/deploy/deploy.sh       | 1 -
 examples/aws-containerized/mcp/multi/build.sh            | 1 -
 examples/aws-containerized/mcp/multi/deploy/deploy.sh    | 3 +--
 examples/aws-serverless/crewai/build.sh                  | 1 -
 examples/aws-serverless/crewai/deploy/deploy.sh          | 1 -
 examples/aws-serverless/langgraph/build.sh               | 3 +--
 examples/aws-serverless/langgraph/deploy/deploy.sh       | 3 +--
 examples/aws-serverless/scalable-openai/build.sh         | 2 +-
 examples/aws-serverless/scalable-openai/deploy/deploy.sh | 6 +++---
 10 files changed, 7 insertions(+), 15 deletions(-)

diff --git a/examples/aws-containerized/crewai/build.sh b/examples/aws-containerized/crewai/build.sh
index 6af4ab9e3..dbab0a092 100755
--- a/examples/aws-containerized/crewai/build.sh
+++ b/examples/aws-containerized/crewai/build.sh
@@ -13,5 +13,4 @@ else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
   uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,test] || true
-  uv pip install --group crewai
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/crewai/deploy/deploy.sh b/examples/aws-containerized/crewai/deploy/deploy.sh
index f65b57210..54e69f1bf 100755
--- a/examples/aws-containerized/crewai/deploy/deploy.sh
+++ b/examples/aws-containerized/crewai/deploy/deploy.sh
@@ -11,7 +11,6 @@ create_deployment_package() {
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
       uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,test] || true
-      uv pip install --group crewai --target=dist/data
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/mcp/multi/build.sh b/examples/aws-containerized/mcp/multi/build.sh
index 19fc45ab6..bfab05206 100755
--- a/examples/aws-containerized/mcp/multi/build.sh
+++ b/examples/aws-containerized/mcp/multi/build.sh
@@ -9,5 +9,4 @@ else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../../ak-py/dist --all-extras
   uv pip install --force-reinstall --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
-  uv pip install --group mcp
 fi
\ No newline at end of file
diff --git a/examples/aws-containerized/mcp/multi/deploy/deploy.sh b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
index 25f512973..4f6702a4c 100755
--- a/examples/aws-containerized/mcp/multi/deploy/deploy.sh
+++ b/examples/aws-containerized/mcp/multi/deploy/deploy.sh
@@ -10,8 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../../ak-py/dist
-      uv pip install --force-reinstall  --target=dist/data --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
-      uv pip install --group mcp --target=dist/data
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../../ak-py/dist agentkernel[api,crewai,openai,mcp,test] || true
     fi
     cp -r server.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/crewai/build.sh b/examples/aws-serverless/crewai/build.sh
index 77843407d..40bc68141 100755
--- a/examples/aws-serverless/crewai/build.sh
+++ b/examples/aws-serverless/crewai/build.sh
@@ -13,5 +13,4 @@ else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
   uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
-  uv pip install --group crewai
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/crewai/deploy/deploy.sh b/examples/aws-serverless/crewai/deploy/deploy.sh
index fa4457f7d..f13ff12b0 100755
--- a/examples/aws-serverless/crewai/deploy/deploy.sh
+++ b/examples/aws-serverless/crewai/deploy/deploy.sh
@@ -11,7 +11,6 @@ create_deployment_package() {
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
       uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[redis,crewai,test] || true
-      uv pip install --group crewai --target=dist/data
     fi
     cp -r lambda.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/langgraph/build.sh b/examples/aws-serverless/langgraph/build.sh
index 52cf8676b..009f97bc3 100755
--- a/examples/aws-serverless/langgraph/build.sh
+++ b/examples/aws-serverless/langgraph/build.sh
@@ -11,7 +11,6 @@ if [[ ${1-} != "local" ]]; then
   uv sync --all-extras
 else
   # For local development of agentkernel, you can force reinstall from local dist
-  uv sync --find-links ../../../ak-py/dist --all-extras 
+  uv sync --find-links ../../../ak-py/dist --all-extras
   uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
-  uv pip install --group langgraph
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/langgraph/deploy/deploy.sh b/examples/aws-serverless/langgraph/deploy/deploy.sh
index 1dee209d8..9ac8e8f09 100755
--- a/examples/aws-serverless/langgraph/deploy/deploy.sh
+++ b/examples/aws-serverless/langgraph/deploy/deploy.sh
@@ -10,8 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[redis,langgraph,test] || true
-      uv pip install --group langgraph --target=dist/data
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[langgraph,redis,test] || true
     fi
     cp -r lambda.py custom_agent.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-serverless/scalable-openai/build.sh b/examples/aws-serverless/scalable-openai/build.sh
index 385df4cfe..59872c78e 100755
--- a/examples/aws-serverless/scalable-openai/build.sh
+++ b/examples/aws-serverless/scalable-openai/build.sh
@@ -12,5 +12,5 @@ if [[ ${1-} != "local" ]]; then
 else
   # For local development of agentkernel, you can force reinstall from local dist
   uv sync --find-links ../../../ak-py/dist --all-extras
-  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[aws,redis,openai,test] || true
+  uv pip install --force-reinstall --find-links ../../../ak-py/dist agentkernel[aws,openai,test] || true
 fi
\ No newline at end of file
diff --git a/examples/aws-serverless/scalable-openai/deploy/deploy.sh b/examples/aws-serverless/scalable-openai/deploy/deploy.sh
index 6d8fd1c50..d23796239 100755
--- a/examples/aws-serverless/scalable-openai/deploy/deploy.sh
+++ b/examples/aws-serverless/scalable-openai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_request_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_request_handler
     else
-      uv pip install --force-reinstall --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
+      uv pip install --force-reinstall --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws] || true
     fi
     cp -r lambda_request_handler.py config.yaml dist_request_handler/
     cd dist_request_handler && zip -r ../dist_request_handler.zip .
@@ -28,7 +28,7 @@ create_agent_runner_deployment_package() {
       uv pip install -r requirements.txt --target=dist_agent_runner/data
     else
       uv pip install -r requirements.txt --target=dist_agent_runner/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai,redis] || true
+      uv pip install --force-reinstall --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai] || true
     fi
     cp -r lambda_agent_runner.py config.yaml dist_agent_runner/data
     popd || exit 1
@@ -45,7 +45,7 @@ create_response_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_response_handler
     else
-      uv pip install --force-reinstall --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
+      uv pip install --force-reinstall --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws] || true
     fi
     cp -r lambda_response_handler.py config.yaml dist_response_handler/
     cd dist_response_handler && zip -r ../dist_response_handler.zip .

From 13eb088977939b122f1459b0417b722b942e360c Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Mon, 1 Jun 2026 14:14:23 +0530
Subject: [PATCH 48/67] crewai version update

---
 ak-py/pyproject.toml                          |   2 +-
 ak-py/uv.lock                                 | 292 ++++++++++++++++--
 examples/api/multimodal/crewai/pyproject.toml |   3 +-
 examples/api/multimodal/crewai/uv.lock        |  12 +-
 .../crewai-auth/pyproject.toml                |   3 +-
 .../aws-containerized/crewai-auth/uv.lock     |   8 +-
 .../aws-containerized/crewai/pyproject.toml   |   3 +-
 examples/aws-containerized/crewai/uv.lock     |   6 +-
 examples/aws-serverless/crewai/pyproject.toml |   3 +-
 examples/aws-serverless/crewai/uv.lock        |  16 +-
 examples/cli/crewai/pyproject.toml            |   3 +-
 examples/cli/crewai/uv.lock                   |  16 +-
 12 files changed, 306 insertions(+), 61 deletions(-)

diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index 9295aae50..a41b641a0 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -32,7 +32,7 @@ openllmetry = [
     "traceloop-sdk>=0.48.0",
 ]
 crewai = [
-    "crewai>=0.150.0",
+    "crewai>=0.150.0,<=0.165.1",
     "openinference-instrumentation-crewai>=0.1.16",
     "openinference-instrumentation-litellm>=0.1.28",
 ]
diff --git a/ak-py/uv.lock b/ak-py/uv.lock
index 3ddc1b14d..af96772ea 100644
--- a/ak-py/uv.lock
+++ b/ak-py/uv.lock
@@ -190,7 +190,7 @@ requires-dist = [
     { name = "botbuilder-schema", marker = "extra == 'teams'", specifier = ">=4.17.0" },
     { name = "boto3", marker = "extra == 'aws'", specifier = ">=1.41.4" },
     { name = "chromadb", marker = "extra == 'chromadb'", specifier = ">=0.4.0" },
-    { name = "crewai", marker = "extra == 'crewai'", specifier = ">=0.150.0" },
+    { name = "crewai", marker = "extra == 'crewai'", specifier = ">=0.150.0,<=0.165.1" },
     { name = "datasets", marker = "extra == 'test'", specifier = ">=2.14.0" },
     { name = "deprecated", specifier = ">=1.2.18" },
     { name = "fastapi", marker = "extra == 'api'", specifier = ">=0.118.0" },
@@ -405,6 +405,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/3b/00/2344469e2084fb287c2e0b57b72910309874c3245463acd6cf5e3db69324/appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128", size = 9566, upload-time = "2020-05-11T07:59:49.499Z" },
 ]
 
+[[package]]
+name = "asttokens"
+version = "3.0.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/be/a5/8e3f9b6771b0b408517c82d97aed8f2036509bc247d46114925e32fe33f0/asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7", size = 62308, upload-time = "2025-11-15T16:43:48.578Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d2/39/e7eaf1799466a4aef85b6a4fe7bd175ad2b1c6345066aa33f1f58d4b18d0/asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a", size = 27047, upload-time = "2025-11-15T16:43:16.109Z" },
+]
+
 [[package]]
 name = "attrs"
 version = "26.1.0"
@@ -587,6 +596,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8e/0d/52d98722666d6fc6c3dd4c76df339501d6efd40e0ff95e6186a7b7f0befd/black-26.3.1-py3-none-any.whl", hash = "sha256:2bd5aa94fc267d38bb21a70d7410a89f1a1d318841855f698746f8e7f51acd1b", size = 207542, upload-time = "2026-03-12T03:36:01.668Z" },
 ]
 
+[[package]]
+name = "blinker"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/21/28/9b3f50ce0e048515135495f198351908d99540d69bfdc8c1d15b73dc55ce/blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf", size = 22460, upload-time = "2024-11-08T17:25:47.436Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc", size = 8458, upload-time = "2024-11-08T17:25:46.184Z" },
+]
+
 [[package]]
 name = "blis"
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 version = "311"
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diff --git a/examples/api/multimodal/crewai/pyproject.toml b/examples/api/multimodal/crewai/pyproject.toml
index 942745a09..72c3caa8a 100644
--- a/examples/api/multimodal/crewai/pyproject.toml
+++ b/examples/api/multimodal/crewai/pyproject.toml
@@ -4,8 +4,7 @@ version = "0.1.0"
 description = "CrewAI multimodal example for Agent Kernel"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[api,crewai,multimodal]>=0.4.0",
-    "crewai==0.165.1"
+    "agentkernel[api,crewai,multimodal]>=0.4.0"
 ]
 
 [dependency-groups]
diff --git a/examples/api/multimodal/crewai/uv.lock b/examples/api/multimodal/crewai/uv.lock
index d8f372a06..ae2aea03c 100644
--- a/examples/api/multimodal/crewai/uv.lock
+++ b/examples/api/multimodal/crewai/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -202,7 +202,6 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "crewai", "multimodal"] },
-    { name = "crewai" },
 ]
 
 [package.dev-dependencies]
@@ -217,10 +216,7 @@ dev = [
 ]
 
 [package.metadata]
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-    { name = "agentkernel", extras = ["api", "crewai", "multimodal"], specifier = ">=0.4.0" },
-    { name = "crewai", specifier = "==0.165.1" },
-]
+requires-dist = [{ name = "agentkernel", extras = ["api", "crewai", "multimodal"], specifier = ">=0.4.0" }]
 
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diff --git a/examples/aws-containerized/crewai-auth/pyproject.toml b/examples/aws-containerized/crewai-auth/pyproject.toml
index cd83f4918..adca79104 100644
--- a/examples/aws-containerized/crewai-auth/pyproject.toml
+++ b/examples/aws-containerized/crewai-auth/pyproject.toml
@@ -5,8 +5,7 @@ description = "Demo of CrewAI based agents with authentication running in Agent
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[crewai,api,redis,auth]>=0.4.0",
-    "crewai==0.165.1"
+    "agentkernel[crewai,api,redis,auth]>=0.4.0"
 ]
 
 [dependency-groups]
diff --git a/examples/aws-containerized/crewai-auth/uv.lock b/examples/aws-containerized/crewai-auth/uv.lock
index 10a584951..8f1372560 100644
--- a/examples/aws-containerized/crewai-auth/uv.lock
+++ b/examples/aws-containerized/crewai-auth/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.13'",
@@ -211,7 +211,6 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "auth", "crewai", "redis"] },
-    { name = "crewai" },
 ]
 
 [package.dev-dependencies]
@@ -222,10 +221,7 @@ dev = [
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "agentkernel", extras = ["crewai", "api", "redis", "auth"], specifier = ">=0.4.0" },
-    { name = "crewai", specifier = "==0.165.1" },
-]
+requires-dist = [{ name = "agentkernel", extras = ["crewai", "api", "redis", "auth"], specifier = ">=0.4.0" }]
 
 [package.metadata.requires-dev]
 dev = [
diff --git a/examples/aws-containerized/crewai/pyproject.toml b/examples/aws-containerized/crewai/pyproject.toml
index a5594ce86..25c769228 100644
--- a/examples/aws-containerized/crewai/pyproject.toml
+++ b/examples/aws-containerized/crewai/pyproject.toml
@@ -5,8 +5,7 @@ description = "Demo of CrewAI based agents running in Agent Kernel on AWS ECS"
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[crewai,api,redis]>=0.4.0",
-    "crewai==0.165.1"
+    "agentkernel[crewai,api,redis]>=0.4.0"
 ]
 
 [dependency-groups]
diff --git a/examples/aws-containerized/crewai/uv.lock b/examples/aws-containerized/crewai/uv.lock
index 2cb47a57c..dcb4323c9 100644
--- a/examples/aws-containerized/crewai/uv.lock
+++ b/examples/aws-containerized/crewai/uv.lock
@@ -230,7 +230,6 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["api", "crewai", "redis"] },
-    { name = "crewai" },
 ]
 
 [package.dev-dependencies]
@@ -242,10 +241,7 @@ dev = [
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "agentkernel", extras = ["crewai", "api", "redis"], specifier = ">=0.4.0" },
-    { name = "crewai", specifier = "==0.165.1" },
-]
+requires-dist = [{ name = "agentkernel", extras = ["crewai", "api", "redis"], specifier = ">=0.4.0" }]
 
 [package.metadata.requires-dev]
 dev = [
diff --git a/examples/aws-serverless/crewai/pyproject.toml b/examples/aws-serverless/crewai/pyproject.toml
index 8b96a03db..ecea2c7d2 100644
--- a/examples/aws-serverless/crewai/pyproject.toml
+++ b/examples/aws-serverless/crewai/pyproject.toml
@@ -5,8 +5,7 @@ description = "Demo of CrewAI based agents running in Agent Kernel on AWS Lambda
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[crewai,redis]>=0.4.0",
-    "crewai==0.165.1"
+    "agentkernel[crewai,redis]>=0.4.0"
 ]
 
 [dependency-groups]
diff --git a/examples/aws-serverless/crewai/uv.lock b/examples/aws-serverless/crewai/uv.lock
index 6462174e2..4f3a2f028 100644
--- a/examples/aws-serverless/crewai/uv.lock
+++ b/examples/aws-serverless/crewai/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -180,7 +180,6 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["crewai", "redis"] },
-    { name = "crewai" },
 ]
 
 [package.dev-dependencies]
@@ -192,10 +191,7 @@ dev = [
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-    { name = "crewai", specifier = "==0.165.1" },
-]
+requires-dist = [{ name = "agentkernel", extras = ["crewai", "redis"], specifier = ">=0.4.0" }]
 
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diff --git a/examples/cli/crewai/pyproject.toml b/examples/cli/crewai/pyproject.toml
index 292aa8c5f..c1e591cad 100644
--- a/examples/cli/crewai/pyproject.toml
+++ b/examples/cli/crewai/pyproject.toml
@@ -5,8 +5,7 @@ description = "Demo of CrewAI based agents running in Agent Kernel with a CLI"
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[cli,crewai]>=0.4.0",
-    "crewai==0.165.1"
+    "agentkernel[cli,crewai]>=0.4.0"
 ]
 
 [dependency-groups]
diff --git a/examples/cli/crewai/uv.lock b/examples/cli/crewai/uv.lock
index cbc0218c5..92e97cf70 100644
--- a/examples/cli/crewai/uv.lock
+++ b/examples/cli/crewai/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.15' and sys_platform == 'win32'",
@@ -542,7 +542,6 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "agentkernel", extra = ["crewai"] },
-    { name = "crewai" },
 ]
 
 [package.dev-dependencies]
@@ -554,10 +553,7 @@ dev = [
 ]
 
 [package.metadata]
-requires-dist = [
-    { name = "agentkernel", extras = ["cli", "crewai"], specifier = ">=0.4.0" },
-    { name = "crewai", specifier = "==0.165.1" },
-]
+requires-dist = [{ name = "agentkernel", extras = ["cli", "crewai"], specifier = ">=0.4.0" }]
 
 [package.metadata.requires-dev]
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From e9f95ff93ffabfa22751daebebf252c353c0fd70 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Mon, 1 Jun 2026 14:34:43 +0530
Subject: [PATCH 49/67] examples/aws-containerized/mcp/multi uv.lock file
 regeration to update crewai version

---
 examples/aws-containerized/mcp/multi/uv.lock | 5788 +++++++++---------
 1 file changed, 3045 insertions(+), 2743 deletions(-)

diff --git a/examples/aws-containerized/mcp/multi/uv.lock b/examples/aws-containerized/mcp/multi/uv.lock
index 3a02cbd0d..a61a53e13 100644
--- a/examples/aws-containerized/mcp/multi/uv.lock
+++ b/examples/aws-containerized/mcp/multi/uv.lock
@@ -1,16 +1,25 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
-    "python_full_version >= '3.14'",
-    "python_full_version == '3.13.*'",
-    "python_full_version < '3.13'",
+    "python_full_version >= '3.15' and sys_platform == 'win32'",
+    "python_full_version >= '3.15' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.15' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.14.*' and sys_platform == 'win32'",
+    "python_full_version == '3.14.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.14.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
+    "python_full_version < '3.13' and sys_platform == 'emscripten'",
+    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 
 [[package]]
 name = "agentkernel"
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 [[package]]
 name = "crewai"
-version = "1.6.1"
+version = "0.159.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "appdirs" },
+    { name = "blinker" },
     { name = "chromadb" },
     { name = "click" },
     { name = "instructor" },
     { name = "json-repair" },
     { name = "json5" },
     { name = "jsonref" },
-    { name = "mcp" },
+    { name = "litellm" },
+    { name = "onnxruntime" },
     { name = "openai" },
     { name = "openpyxl" },
     { name = "opentelemetry-api" },
@@ -764,79 +853,84 @@ dependencies = [
     { name = "pdfplumber" },
     { name = "portalocker" },
     { name = "pydantic" },
-    { name = "pydantic-settings" },
     { name = "pyjwt" },
     { name = "python-dotenv" },
+    { name = "pyvis" },
     { name = "regex" },
     { name = "tokenizers" },
     { name = "tomli" },
     { name = "tomli-w" },
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 [[package]]
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-version = "4.4.1"
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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From 3f872121157b252a752e7866b1eb8c2c23d1f9d8 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Mon, 1 Jun 2026 14:37:58 +0530
Subject: [PATCH 50/67] lint fix

---
 .../aws-serverless/scalable-openai/uv.lock    | 26 ++++++++-----------
 1 file changed, 11 insertions(+), 15 deletions(-)

diff --git a/examples/aws-serverless/scalable-openai/uv.lock b/examples/aws-serverless/scalable-openai/uv.lock
index 12ff9991d..dbf1fef87 100644
--- a/examples/aws-serverless/scalable-openai/uv.lock
+++ b/examples/aws-serverless/scalable-openai/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -38,9 +38,6 @@ openai = [
     { name = "openai-guardrails" },
     { name = "openinference-instrumentation-openai-agents" },
 ]
-redis = [
-    { name = "redis" },
-]
 test = [
     { name = "datasets" },
     { name = "litellm" },
@@ -215,7 +212,7 @@ name = "aws-serverless-scalable-openai"
 version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
-    { name = "agentkernel", extra = ["aws", "openai", "redis"] },
+    { name = "agentkernel", extra = ["aws", "openai"] },
 ]
 
 [package.dev-dependencies]
@@ -227,7 +224,7 @@ dev = [
 ]
 
 [package.metadata]
-requires-dist = [{ name = "agentkernel", extras = ["aws", "openai", "redis"], specifier = ">=0.4.0" }]
+requires-dist = [{ name = "agentkernel", extras = ["aws", "openai"], specifier = ">=0.4.0" }]
 
 [package.metadata.requires-dev]
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@@ -961,7 +964,9 @@ wheels = [
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+    { url = "https://files.pythonhosted.org/packages/ef/92/466b0d9afd44b8af623139a3599d651c7564fa4152f25f117e1ee5949ffb/greenlet-3.4.0-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:c4cd56a9eb7a6444edbc19062f7b6fbc8f287c663b946e3171d899693b1c19fa", size = 665872, upload-time = "2026-04-08T16:40:43.912Z" },
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@@ -2963,15 +2968,6 @@ wheels = [
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 ]
 
-[[package]]
-name = "redis"
-version = "7.1.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/43/c8/983d5c6579a411d8a99bc5823cc5712768859b5ce2c8afe1a65b37832c81/redis-7.1.0.tar.gz", hash = "sha256:b1cc3cfa5a2cb9c2ab3ba700864fb0ad75617b41f01352ce5779dabf6d5f9c3c", size = 4796669, upload-time = "2025-11-19T15:54:39.961Z" }
-wheels = [
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-]
-
 [[package]]
 name = "referencing"
 version = "0.37.0"

From 5fa466a6880fac7cdadbea9813018e41114703b8 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Mon, 1 Jun 2026 16:29:04 +0530
Subject: [PATCH 51/67] lint

---
 ak-py/pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index a41b641a0..f8d473af3 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -46,7 +46,7 @@ smolagents = [
     "smolagents>=1.0.0",
 ]
 cli = [
-
+    
 ]
 aws = [
     "boto3>=1.41.4",

From b9eecf95b49d89cc0392494202df4d64656ed08a Mon Sep 17 00:00:00 2001
From: Amitha Dissanayake <amitha@yaalalabs.com>
Date: Tue, 2 Jun 2026 14:22:19 +0530
Subject: [PATCH 52/67] fix: lint

Signed-off-by: Amitha Dissanayake <amitha@yaalalabs.com>
---
 examples/aws-containerized/mcp/multi/uv.lock | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/examples/aws-containerized/mcp/multi/uv.lock b/examples/aws-containerized/mcp/multi/uv.lock
index a61a53e13..ef4bf6a39 100644
--- a/examples/aws-containerized/mcp/multi/uv.lock
+++ b/examples/aws-containerized/mcp/multi/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.15' and sys_platform == 'win32'",
@@ -19,7 +19,7 @@ resolution-markers = [
 [[package]]
 name = "agentkernel"
 version = "0.4.0"
-source = { registry = "../../../../ak-py/dist" }
+source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "deprecated" },
     { name = "pydantic" },
@@ -27,9 +27,9 @@ dependencies = [
     { name = "pyyaml" },
     { name = "singleton-type" },
 ]
-sdist = { path = "agentkernel-0.4.0.tar.gz" }
+sdist = { url = "https://files.pythonhosted.org/packages/d3/87/ff7a485d0611da5ce78b67159717854dee7128a387a0cb2abbb7f28443e4/agentkernel-0.4.0.tar.gz", hash = "sha256:e628ed432374b48f4c55ac76f840c8b17390ceca320d8816b9a7e968dccaa292", size = 179480, upload-time = "2026-05-04T10:32:06.644Z" }
 wheels = [
-    { path = "agentkernel-0.4.0-py3-none-any.whl" },
+    { url = "https://files.pythonhosted.org/packages/23/0e/62433282db09e31b8e0413c2589c38df45a63f9c3f70a9f1c8e00ed67a8c/agentkernel-0.4.0-py3-none-any.whl", hash = "sha256:b5efbffada213aa6c6ac065c1b1caa94eaa776e0d298d7d55c20f778cfd596e0", size = 253858, upload-time = "2026-05-04T10:32:04.191Z" },
 ]
 
 [package.optional-dependencies]

From 023321b11b54eda235169d7241449f16b9493340 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Tue, 2 Jun 2026 23:46:17 +0530
Subject: [PATCH 53/67] adk session redis url fix

---
 examples/aws-serverless/adk/config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/aws-serverless/adk/config.yaml b/examples/aws-serverless/adk/config.yaml
index 04a2b10c2..7faecf231 100644
--- a/examples/aws-serverless/adk/config.yaml
+++ b/examples/aws-serverless/adk/config.yaml
@@ -5,4 +5,4 @@ session:
   type: redis
   redis:
     prefix: "ak:adk:example:"
-    url: "redis://ak-openai-serverless-dev-examples-redis.qaandw.0001.apse2.cache.amazonaws.com:6379"
\ No newline at end of file
+    url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
\ No newline at end of file

From 751aa18a0ca439c912474a5ded36bcf028429738 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Wed, 3 Jun 2026 00:00:43 +0530
Subject: [PATCH 54/67] order fix

---
 .github/integration-test-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/integration-test-config.yaml b/.github/integration-test-config.yaml
index d5a3ea4d3..d3465f9f0 100644
--- a/.github/integration-test-config.yaml
+++ b/.github/integration-test-config.yaml
@@ -61,12 +61,12 @@ weekly:
       path: examples/aws-serverless/langgraph
       deploy_dir: deploy
     - type: aws-serverless
-      path: examples/aws-serverless/openai-auth
+      path: examples/aws-serverless/scalable-openai
       deploy_dir: deploy
     - type: aws-serverless
-      path: examples/aws-serverless/scalable-openai
+      path: examples/aws-serverless/openai-auth
       deploy_dir: deploy
-
+    
     # Memory options 
     - type: aws-serverless
       path: examples/memory/redis

From 4f06a8b787b765e9a973050ada1df1e27122bf03 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Wed, 3 Jun 2026 00:25:06 +0530
Subject: [PATCH 55/67] added langgraph dependency package versions as well

---
 ak-py/pyproject.toml | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index f8d473af3..6bd815531 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -38,7 +38,11 @@ crewai = [
 ]
 langgraph = [
     "langgraph~=1.0.5",
-    "langchain~=1.2.3",
+    "langgraph-prebuilt<1.0.9",
+    "langgraph-checkpoint<4.0.0",
+    "langgraph-sdk<0.4.0",
+    "langchain~=1.2.0",
+    "langchain-core~=1.2.0",
     "langchain_community~=0.4.1",
     "litellm~=1.74.9"
 ]

From 57bb905c8c0f7a181e1c12701d8131fb56e4fedf Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Wed, 3 Jun 2026 10:23:16 +0530
Subject: [PATCH 56/67] Revert "added langgraph dependency package versions as
 well"

This reverts commit 4f06a8b787b765e9a973050ada1df1e27122bf03.
---
 ak-py/pyproject.toml | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/ak-py/pyproject.toml b/ak-py/pyproject.toml
index 6bd815531..f8d473af3 100644
--- a/ak-py/pyproject.toml
+++ b/ak-py/pyproject.toml
@@ -38,11 +38,7 @@ crewai = [
 ]
 langgraph = [
     "langgraph~=1.0.5",
-    "langgraph-prebuilt<1.0.9",
-    "langgraph-checkpoint<4.0.0",
-    "langgraph-sdk<0.4.0",
-    "langchain~=1.2.0",
-    "langchain-core~=1.2.0",
+    "langchain~=1.2.3",
     "langchain_community~=0.4.1",
     "litellm~=1.74.9"
 ]

From 895cb572ca4c04143f560418de29dc8a407647c7 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Wed, 3 Jun 2026 17:07:15 +0530
Subject: [PATCH 57/67] ignore dist folders in pytest command

---
 .github/scripts/run_single_test.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/.github/scripts/run_single_test.py b/.github/scripts/run_single_test.py
index 6c1ea6f9a..9e8c62a0c 100755
--- a/.github/scripts/run_single_test.py
+++ b/.github/scripts/run_single_test.py
@@ -61,7 +61,7 @@ def run_simple_test(path: str) -> bool:
     
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
         cwd=path,
         description=f"Testing {path}"
     )
@@ -159,7 +159,7 @@ def deploy_gcp_resources(path: str, deploy_dir: str = 'deploy', vpc_id: str = No
     if vpc_id:
         tf_env['TF_VAR_vpc_id'] = vpc_id
                 
-        print(f"\n✅ Injecting VPC configuration as Terraform variables:")
+        print("\n✅ Injecting VPC configuration as Terraform variables:")
         print(f"   TF_VAR_vpc_id={vpc_id}")    
     if private_subnet_ids:
         try:
@@ -199,7 +199,7 @@ def test_gcp_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     # Get agent_invoke_url terraform output and set AK_TEST_ENDPOINT
     try:
         print(f"\n{'='*80}")
-        print(f"Retrieving agent_invoke_url terraform output")
+        print("Retrieving agent_invoke_url terraform output")
         print(f"{'='*80}\n")
         
         result = subprocess.run(
@@ -260,7 +260,7 @@ def destroy_azure_resources(path: str, deploy_dir: str = 'deploy', vnet_id: str
     if vnet_id:
         tf_env['TF_VAR_vnet_id'] = vnet_id
         
-        print(f"\n✅ Injecting VNet configuration as environment variables for destroy:")
+        print("\n✅ Injecting VNet configuration as environment variables for destroy:")
         print(f"   TF_VAR_VNET_ID={vnet_id}")
         
     if subnet_ids:
@@ -310,7 +310,7 @@ def deploy_azure_resources(path: str, deploy_dir: str = 'deploy', vnet_id: str =
     if vnet_id:
         tf_env['TF_VAR_vnet_id'] = vnet_id
         
-        print(f"\n✅ Injecting VNet configuration as environment variables:")
+        print("\n✅ Injecting VNet configuration as environment variables:")
         print(f"   TF_VAR_vnet_id={vnet_id}")
     if subnet_ids:
         try:
@@ -348,7 +348,7 @@ def test_azure_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     # Get agent_invoke_url terraform output and set AK_TEST_ENDPOINT
     try:
         print(f"\n{'='*80}")
-        print(f"Retrieving agent_invoke_url terraform output")
+        print("Retrieving agent_invoke_url terraform output")
         print(f"{'='*80}\n")
         
         result = subprocess.run(
@@ -461,7 +461,7 @@ def deploy_aws_resources(path: str, deploy_dir: str = 'deploy', vpc_id: str = No
     if vpc_id:
         tf_env['TF_VAR_vpc_id'] = vpc_id
         
-        print(f"\n✅ Injecting VPC configuration as Terraform variables:")
+        print("\n✅ Injecting VPC configuration as Terraform variables:")
         print(f"   TF_VAR_vpc_id={vpc_id}")    
     if private_subnet_ids:
         try:
@@ -501,7 +501,7 @@ def test_aws_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     # Get agent_invoke_url terraform output and set AK_TEST_ENDPOINT
     try:
         print(f"\n{'='*80}")
-        print(f"Retrieving agent_invoke_url terraform output")
+        print("Retrieving agent_invoke_url terraform output")
         print(f"{'='*80}\n")
         
         result = subprocess.run(

From 963d1820ba4ed59cb8cca31cab9a0b504ac2bf72 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Thu, 4 Jun 2026 13:54:41 +0530
Subject: [PATCH 58/67] pytest command ignore flag fix update

---
 .github/scripts/run_single_test.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/scripts/run_single_test.py b/.github/scripts/run_single_test.py
index 9e8c62a0c..bd2072940 100755
--- a/.github/scripts/run_single_test.py
+++ b/.github/scripts/run_single_test.py
@@ -61,7 +61,7 @@ def run_simple_test(path: str) -> bool:
     
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist'],
         cwd=path,
         description=f"Testing {path}"
     )

From 4e645bc49eaecb44e0f1c37bb9af7d14470c9f79 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Thu, 4 Jun 2026 14:25:06 +0530
Subject: [PATCH 59/67] bug fixes

---
 .github/scripts/run_single_test.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/.github/scripts/run_single_test.py b/.github/scripts/run_single_test.py
index bd2072940..93f56cb13 100755
--- a/.github/scripts/run_single_test.py
+++ b/.github/scripts/run_single_test.py
@@ -61,7 +61,7 @@ def run_simple_test(path: str) -> bool:
     
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist*'],
         cwd=path,
         description=f"Testing {path}"
     )
@@ -231,7 +231,7 @@ def test_gcp_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
         print(f"⚠️  Failed to remove config.yaml for {path}, but continuing with the test.")
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist*'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
@@ -382,7 +382,7 @@ def test_azure_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
         print(f"⚠️  Failed to remove config.yaml for {path}, but continuing with the test.")
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist*'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
@@ -525,7 +525,7 @@ def test_aws_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist*'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env

From de5aa216ea9deb96573740b5094de86346790a81 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Thu, 4 Jun 2026 15:15:31 +0530
Subject: [PATCH 60/67] bug fixes

---
 .github/scripts/run_single_test.py                     | 8 ++++----
 examples/aws-serverless/scalable-openai/pyproject.toml | 3 +++
 2 files changed, 7 insertions(+), 4 deletions(-)

diff --git a/.github/scripts/run_single_test.py b/.github/scripts/run_single_test.py
index 93f56cb13..c1438092f 100755
--- a/.github/scripts/run_single_test.py
+++ b/.github/scripts/run_single_test.py
@@ -61,7 +61,7 @@ def run_simple_test(path: str) -> bool:
     
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist*'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
         cwd=path,
         description=f"Testing {path}"
     )
@@ -231,7 +231,7 @@ def test_gcp_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
         print(f"⚠️  Failed to remove config.yaml for {path}, but continuing with the test.")
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist*'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
@@ -382,7 +382,7 @@ def test_azure_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
         print(f"⚠️  Failed to remove config.yaml for {path}, but continuing with the test.")
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist*'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
@@ -525,7 +525,7 @@ def test_aws_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore=dist*'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
diff --git a/examples/aws-serverless/scalable-openai/pyproject.toml b/examples/aws-serverless/scalable-openai/pyproject.toml
index fdad9fbdc..55be86573 100644
--- a/examples/aws-serverless/scalable-openai/pyproject.toml
+++ b/examples/aws-serverless/scalable-openai/pyproject.toml
@@ -33,3 +33,6 @@ disallow_incomplete_defs = true
 [tool.black]
 line-length = 120
 target-version = ["py312"]
+
+[tool.pytest.ini_options]
+norecursedirs = ["dist*"]

From 247ee5d1f0d04dfa0b79df0ff331f7f09f471f8d Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Thu, 4 Jun 2026 16:00:00 +0530
Subject: [PATCH 61/67] update update

---
 .github/scripts/run_single_test.py                     | 8 ++++----
 examples/aws-serverless/scalable-openai/pyproject.toml | 3 ---
 2 files changed, 4 insertions(+), 7 deletions(-)

diff --git a/.github/scripts/run_single_test.py b/.github/scripts/run_single_test.py
index c1438092f..33a9a4077 100755
--- a/.github/scripts/run_single_test.py
+++ b/.github/scripts/run_single_test.py
@@ -61,7 +61,7 @@ def run_simple_test(path: str) -> bool:
     
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*', '--ignore-glob=.terraform'],
         cwd=path,
         description=f"Testing {path}"
     )
@@ -231,7 +231,7 @@ def test_gcp_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
         print(f"⚠️  Failed to remove config.yaml for {path}, but continuing with the test.")
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*', '--ignore-glob=.terraform'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
@@ -382,7 +382,7 @@ def test_azure_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
         print(f"⚠️  Failed to remove config.yaml for {path}, but continuing with the test.")
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*', '--ignore-glob=.terraform'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
@@ -525,7 +525,7 @@ def test_aws_deployment(path: str, deploy_dir: str = 'deploy') -> bool:
     
     # Test
     return run_command(
-        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*'],
+        ['uv', 'run', 'pytest', '-s', '--junitxml=pytest-report.xml', '--ignore-glob=dist*', '--ignore-glob=.terraform'],
         cwd=path,
         description=f"Testing {path}",
         env=test_env
diff --git a/examples/aws-serverless/scalable-openai/pyproject.toml b/examples/aws-serverless/scalable-openai/pyproject.toml
index 55be86573..fdad9fbdc 100644
--- a/examples/aws-serverless/scalable-openai/pyproject.toml
+++ b/examples/aws-serverless/scalable-openai/pyproject.toml
@@ -33,6 +33,3 @@ disallow_incomplete_defs = true
 [tool.black]
 line-length = 120
 target-version = ["py312"]
-
-[tool.pytest.ini_options]
-norecursedirs = ["dist*"]

From f799fd314cd9047bcc082a5ae6d9f91a361917c6 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Fri, 5 Jun 2026 10:58:47 +0530
Subject: [PATCH 62/67] updates to deploymenmts

---
 examples/aws-serverless/crewai/README.md      | 20 ++++++++++++--
 examples/aws-serverless/crewai/config.yaml    |  2 +-
 examples/aws-serverless/langgraph/README.md   | 20 ++++++++++++--
 examples/aws-serverless/openai-auth/README.md | 20 ++++++++++++--
 .../aws-serverless/openai-auth/config.yaml    |  7 ++---
 .../aws-serverless/openai-auth/deploy/main.tf |  3 +++
 .../aws-serverless/scalable-openai/README.md  | 26 ++++++++++++++-----
 .../scalable-openai/config.yaml               | 14 +++++-----
 .../scalable-openai/deploy/deploy.sh          |  6 ++---
 .../scalable-openai/deploy/main.tf            | 10 +++----
 .../scalable-openai/pyproject.toml            |  2 +-
 11 files changed, 98 insertions(+), 32 deletions(-)

diff --git a/examples/aws-serverless/crewai/README.md b/examples/aws-serverless/crewai/README.md
index 192f9a5a3..0e82c6fa9 100644
--- a/examples/aws-serverless/crewai/README.md
+++ b/examples/aws-serverless/crewai/README.md
@@ -8,20 +8,36 @@ This demo deploys the following AWS resources:
 
 - AWS Lambda function running the Agent Kernel implementation.
 - API Gateway endpoint for the Lambda function.
+- Redis Cluster: Session storage (shared with openai example)
+- VPC: Private networking for Lambda functions (shared with openai example)
 
 ## Prerequisites
 
 - AWS CLI configured with appropriate credentials.
 - Terraform (`1.9.5` or higher) installed.
+- The openai example must be deployed first to create the shared Redis cluster and VPC resources
 
 ## Deployment Steps
 
-1. Configure environment variables:
+1. Deploy the openai example first to create the shared infrastructure:
+    ```bash
+    cd ../openai/deploy && ./deploy.sh
+    ```
+
+2. Get the VPC ID and private subnet IDs from the openai deployment:
+    ```bash
+    cd ../openai/deploy && terraform output vpc_id
+    cd ../openai/deploy && terraform output private_subnet_ids
+    ```
+
+3. Configure environment variables:
     ```bash
     export TF_VAR_openai_api_key=<OPENAI_API_KEY>
+    export TF_VAR_vpc_id=<VPC_ID_FROM_OPENAI>
+    export TF_VAR_private_subnet_ids='["<SUBNET_ID_1>", "<SUBNET_ID_2>"]'
     ```
 
-2. Navigate to the deployment directory and run the deployment script:
+4. Navigate to the deployment directory and run the deployment script:
     ```bash
     cd deploy && ./deploy.sh #./deploy.sh local if dependencies are built locally
     ```
diff --git a/examples/aws-serverless/crewai/config.yaml b/examples/aws-serverless/crewai/config.yaml
index 09151f4b7..00feecf36 100644
--- a/examples/aws-serverless/crewai/config.yaml
+++ b/examples/aws-serverless/crewai/config.yaml
@@ -4,5 +4,5 @@ logging:
 session:
   type: redis
   redis:
-    prefix: "ak:langgraph:example:"
+    prefix: "ak:crewai:example:"
     url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
diff --git a/examples/aws-serverless/langgraph/README.md b/examples/aws-serverless/langgraph/README.md
index 8c55a5cc1..34c300a59 100644
--- a/examples/aws-serverless/langgraph/README.md
+++ b/examples/aws-serverless/langgraph/README.md
@@ -8,20 +8,36 @@ This demo deploys the following AWS resources:
 
 - AWS Lambda function running the Agent Kernel implementation.
 - API Gateway endpoint for the Lambda function.
+- Redis Cluster: Session storage (shared with openai example)
+- VPC: Private networking for Lambda functions (shared with openai example)
 
 ## Prerequisites
 
 - AWS CLI configured with appropriate credentials.
 - Terraform (`1.9.5` or higher) installed.
+- The openai example must be deployed first to create the shared Redis cluster and VPC resources
 
 ## Deployment Steps
 
-1. Configure environment variables:
+1. Deploy the openai example first to create the shared infrastructure:
+    ```bash
+    cd ../openai/deploy && ./deploy.sh
+    ```
+
+2. Get the VPC ID and private subnet IDs from the openai deployment:
+    ```bash
+    cd ../openai/deploy && terraform output vpc_id
+    cd ../openai/deploy && terraform output private_subnet_ids
+    ```
+
+3. Configure environment variables:
     ```bash
     export TF_VAR_openai_api_key=<OPENAI_API_KEY>
+    export TF_VAR_vpc_id=<VPC_ID_FROM_OPENAI>
+    export TF_VAR_private_subnet_ids='["<SUBNET_ID_1>", "<SUBNET_ID_2>"]'
     ```
 
-2. Navigate to the deployment directory and run the deployment script:
+4. Navigate to the deployment directory and run the deployment script:
     ```bash
     cd deploy && ./deploy.sh #./deploy.sh local if dependencies are built locally
     ```
diff --git a/examples/aws-serverless/openai-auth/README.md b/examples/aws-serverless/openai-auth/README.md
index ff0d60729..dfe93a2e1 100644
--- a/examples/aws-serverless/openai-auth/README.md
+++ b/examples/aws-serverless/openai-auth/README.md
@@ -8,20 +8,36 @@ This demo deploys the following AWS resources:
 
 - AWS Lambda function running the Agent Kernel implementation.
 - API Gateway endpoint for the Lambda function.
+- Redis Cluster: Session storage (shared with openai example)
+- VPC: Private networking for Lambda functions (shared with openai example)
 
 ## Prerequisites
 
 - AWS CLI configured with appropriate credentials.
 - Terraform (`1.9.5` or higher) installed.
+- The openai example must be deployed first to create the shared Redis cluster and VPC resources
 
 ## Deployment Steps
 
-1. Configure environment variables:
+1. Deploy the openai example first to create the shared infrastructure:
+    ```bash
+    cd ../openai/deploy && ./deploy.sh
+    ```
+
+2. Get the VPC ID and private subnet IDs from the openai deployment:
+    ```bash
+    cd ../openai/deploy && terraform output vpc_id
+    cd ../openai/deploy && terraform output private_subnet_ids
+    ```
+
+3. Configure environment variables:
     ```bash
     export TF_VAR_openai_api_key=<OPENAI_API_KEY>
+    export TF_VAR_vpc_id=<VPC_ID_FROM_OPENAI>
+    export TF_VAR_private_subnet_ids='["<SUBNET_ID_1>", "<SUBNET_ID_2>"]'
     ```
 
-2. Navigate to the deployment directory and run the deployment script:
+4. Navigate to the deployment directory and run the deployment script:
     ```bash
     cd deploy && ./deploy.sh #./deploy.sh local if dependencies are built locally
     ```
diff --git a/examples/aws-serverless/openai-auth/config.yaml b/examples/aws-serverless/openai-auth/config.yaml
index 7acf61233..25199bafa 100644
--- a/examples/aws-serverless/openai-auth/config.yaml
+++ b/examples/aws-serverless/openai-auth/config.yaml
@@ -2,6 +2,7 @@ logging:
   ak:
     level: DEBUG
 session:
-  type: dynamodb
-  dynamodb:
-    table_name: "ak-openai-srvls-qmde-dev-examples-session_store"
+  type: redis
+  redis:
+    prefix: "ak:openai-auth:example:"
+    url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
diff --git a/examples/aws-serverless/openai-auth/deploy/main.tf b/examples/aws-serverless/openai-auth/deploy/main.tf
index be9826dc0..9efa90007 100644
--- a/examples/aws-serverless/openai-auth/deploy/main.tf
+++ b/examples/aws-serverless/openai-auth/deploy/main.tf
@@ -12,6 +12,9 @@ module "serverless_agents" {
   vpc_id               = var.vpc_id
   private_subnet_ids   = var.private_subnet_ids
 
+  # Memory DB Config - use existing Redis cluster
+  create_redis_cluster = false
+
   # Request handler configuration
   request_handler = {
     function_name         = "openai-auth-agents"
diff --git a/examples/aws-serverless/scalable-openai/README.md b/examples/aws-serverless/scalable-openai/README.md
index 6f7abae76..8242cd271 100644
--- a/examples/aws-serverless/scalable-openai/README.md
+++ b/examples/aws-serverless/scalable-openai/README.md
@@ -22,9 +22,9 @@ This demo deploys the following AWS resources:
   - Agent Runner: Executes agent logic asynchronously
   - Response Handler: Processes and stores responses
 - **SQS Queues**: Input and output queues (DLQs disabled in this example)
-- **DynamoDB**: Session storage and response store tables
+- **Redis Cluster**: Session storage and response store (shared with openai example)
 - **API Gateway**: REST API with custom endpoints
-- **VPC**: Private networking for Lambda functions
+- **VPC**: Private networking for Lambda functions (shared with openai example)
 - **CloudWatch**: Logging and monitoring
 
 ## Execution Mode
@@ -45,20 +45,34 @@ Both modes keep the scalable multi-Lambda architecture (`request_handler`, `agen
 - Terraform (`1.9.5` or higher) installed
 - Docker installed (for building container images)
 - UV package manager installed
+- The openai example must be deployed first to create the shared Redis cluster and VPC resources
 
 ## Deployment Steps
 
-1. Configure environment variables:
+1. Deploy the openai example first to create the shared infrastructure:
+    ```bash
+    cd ../openai/deploy && ./deploy.sh
+    ```
+
+2. Get the VPC ID and private subnet IDs from the openai deployment:
+    ```bash
+    cd ../openai/deploy && terraform output vpc_id
+    cd ../openai/deploy && terraform output private_subnet_ids
+    ```
+
+3. Configure environment variables:
     ```bash
     export TF_VAR_openai_api_key=<OPENAI_API_KEY>
+    export TF_VAR_vpc_id=<VPC_ID_FROM_OPENAI>
+    export TF_VAR_private_subnet_ids='["<SUBNET_ID_1>", "<SUBNET_ID_2>"]'
     ```
 
-2. Build the deployment packages:
+4. Build the deployment packages:
     ```bash
     ./build.sh  # or ./build.sh local for local development
     ```
 
-3. Navigate to the deployment directory and run the deployment script:
+5. Navigate to the deployment directory and run the deployment script:
     ```bash
     cd deploy && ./deploy.sh
     ```
@@ -147,5 +161,5 @@ The architecture automatically scales based on:
 Monitor through CloudWatch:
 - Lambda function metrics and logs
 - SQS queue depth and processing rates
-- DynamoDB read/write metrics
+- Redis cluster metrics
 - API Gateway request metrics
diff --git a/examples/aws-serverless/scalable-openai/config.yaml b/examples/aws-serverless/scalable-openai/config.yaml
index 5f54f3b85..ec3346d8a 100644
--- a/examples/aws-serverless/scalable-openai/config.yaml
+++ b/examples/aws-serverless/scalable-openai/config.yaml
@@ -2,7 +2,10 @@ logging:
   ak:
     level: DEBUG
 session:
-  type: dynamodb
+  type: redis
+  redis:
+    prefix: "ak:scalable-openai:example:"
+    url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
 execution:
   mode: rest_sync
   queues:
@@ -13,9 +16,8 @@ execution:
       # url: "https://sqs.<region>.amazonaws.com/<account-id>/<output-queue-name>"
       max_receive_count: 3
   response_store:
-    type: dynamodb
+    type: redis
+    redis:
+      prefix: "ak:scalable-openai:response:"
     retry_count: 5
-    delay: 5
-    # dynamodb:
-      # table_name: "<your table name>"
-      # ttl: 30
\ No newline at end of file
+    delay: 5
\ No newline at end of file
diff --git a/examples/aws-serverless/scalable-openai/deploy/deploy.sh b/examples/aws-serverless/scalable-openai/deploy/deploy.sh
index d23796239..6d8fd1c50 100755
--- a/examples/aws-serverless/scalable-openai/deploy/deploy.sh
+++ b/examples/aws-serverless/scalable-openai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_request_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_request_handler
     else
-      uv pip install --force-reinstall --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws] || true
+      uv pip install --force-reinstall --target=dist_request_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
     fi
     cp -r lambda_request_handler.py config.yaml dist_request_handler/
     cd dist_request_handler && zip -r ../dist_request_handler.zip .
@@ -28,7 +28,7 @@ create_agent_runner_deployment_package() {
       uv pip install -r requirements.txt --target=dist_agent_runner/data
     else
       uv pip install -r requirements.txt --target=dist_agent_runner/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai] || true
+      uv pip install --force-reinstall --target=dist_agent_runner/data --find-links ../../../ak-py/dist agentkernel[aws,openai,redis] || true
     fi
     cp -r lambda_agent_runner.py config.yaml dist_agent_runner/data
     popd || exit 1
@@ -45,7 +45,7 @@ create_response_handler_deployment_package() {
     if [[ ${1-} != "local" ]]; then
       uv pip install -r requirements.txt --target=dist_response_handler
     else
-      uv pip install --force-reinstall --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws] || true
+      uv pip install --force-reinstall --target=dist_response_handler --find-links ../../../ak-py/dist agentkernel[aws,redis] || true
     fi
     cp -r lambda_response_handler.py config.yaml dist_response_handler/
     cd dist_response_handler && zip -r ../dist_response_handler.zip .
diff --git a/examples/aws-serverless/scalable-openai/deploy/main.tf b/examples/aws-serverless/scalable-openai/deploy/main.tf
index ee4c43947..155d6df55 100644
--- a/examples/aws-serverless/scalable-openai/deploy/main.tf
+++ b/examples/aws-serverless/scalable-openai/deploy/main.tf
@@ -17,13 +17,11 @@ module "serverless_agents" {
   queue_mode = true # recommended for production
   execution_mode = "rest_sync" # rest_sync or rest_async
 
-  # Memory DB Config
-  # create_redis_cluster = true
-  create_dynamodb_memory_table = true
+  # Memory DB Config - uses existing Redis cluster
+  create_redis_cluster = false
 
-  # Response Store Config 
-  # create_redis_response_store = true # if True, it will use the memory Redis cluster for response store or may create.
-  create_dynamodb_response_store = true
+  # Response Store Config - uses existing Redis cluster
+  create_redis_response_store = false
 
   # API Gateway configuration
   api_version    = "v1"
diff --git a/examples/aws-serverless/scalable-openai/pyproject.toml b/examples/aws-serverless/scalable-openai/pyproject.toml
index fdad9fbdc..a3d16b76c 100644
--- a/examples/aws-serverless/scalable-openai/pyproject.toml
+++ b/examples/aws-serverless/scalable-openai/pyproject.toml
@@ -5,7 +5,7 @@ description = "Demo of OpenAI Agents SDK based agents running in Agent Kernel on
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[aws,openai]>=0.4.0"
+    "agentkernel[aws,openai,redis]>=0.4.0"
 ]
 
 [dependency-groups]

From 418610b056eac83ef449a9e994c1fa0285b63182 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Fri, 5 Jun 2026 14:21:13 +0530
Subject: [PATCH 63/67] added multimodal to crewai test

---
 examples/aws-containerized/crewai/deploy/deploy.sh | 2 +-
 examples/aws-containerized/crewai/pyproject.toml   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/aws-containerized/crewai/deploy/deploy.sh b/examples/aws-containerized/crewai/deploy/deploy.sh
index 54e69f1bf..6d59eea8a 100755
--- a/examples/aws-containerized/crewai/deploy/deploy.sh
+++ b/examples/aws-containerized/crewai/deploy/deploy.sh
@@ -10,7 +10,7 @@ create_deployment_package() {
       uv pip install -r requirements.txt --target=dist/data
     else
       uv pip install -r requirements.txt --target=dist/data  --find-links ../../../ak-py/dist
-      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,test] || true
+      uv pip install --force-reinstall --target=dist/data --find-links ../../../ak-py/dist agentkernel[api,crewai,redis,multimodal,test] || true
     fi
     cp -r app.py config.yaml dist/data
     popd || exit 1
diff --git a/examples/aws-containerized/crewai/pyproject.toml b/examples/aws-containerized/crewai/pyproject.toml
index 25c769228..8dd2f61c0 100644
--- a/examples/aws-containerized/crewai/pyproject.toml
+++ b/examples/aws-containerized/crewai/pyproject.toml
@@ -5,7 +5,7 @@ description = "Demo of CrewAI based agents running in Agent Kernel on AWS ECS"
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "agentkernel[crewai,api,redis]>=0.4.0"
+    "agentkernel[crewai,api,redis,multimodal]>=0.4.0"
 ]
 
 [dependency-groups]

From bb46dcc787bb1c3ca33a5c89fa9bba69479285ab Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Fri, 5 Jun 2026 15:37:37 +0530
Subject: [PATCH 64/67] to destroy resources

---
 .../workflows/integration-test-weekly.yaml    | 28 +++++++++----------
 1 file changed, 14 insertions(+), 14 deletions(-)

diff --git a/.github/workflows/integration-test-weekly.yaml b/.github/workflows/integration-test-weekly.yaml
index a2d01dabe..da5a8a6f2 100644
--- a/.github/workflows/integration-test-weekly.yaml
+++ b/.github/workflows/integration-test-weekly.yaml
@@ -184,21 +184,21 @@ jobs:
           ARM_CLIENT_ID: ${{ secrets.AZURE_CLIENT_ID }}
         run: |
           if [[ "${{ matrix.type }}" == "aws-containerized" || "${{ matrix.type }}" == "aws-serverless" ]]; then
-            # Deploy
-            python .github/scripts/run_single_test.py \
-              --type ${{ matrix.type }} \
-              --path ${{ matrix.path }} \
-              --deploy-dir ${{ matrix.deploy_dir }} \
-              --vpc-id "${{ needs.get-base-outputs.outputs.vpc_id }}" \
-              --private-subnet-ids '${{ needs.get-base-outputs.outputs.private_subnet_ids }}' \
-              --action deploy
+            # # Deploy
+            # python .github/scripts/run_single_test.py \
+            #   --type ${{ matrix.type }} \
+            #   --path ${{ matrix.path }} \
+            #   --deploy-dir ${{ matrix.deploy_dir }} \
+            #   --vpc-id "${{ needs.get-base-outputs.outputs.vpc_id }}" \
+            #   --private-subnet-ids '${{ needs.get-base-outputs.outputs.private_subnet_ids }}' \
+            #   --action deploy
             
-            # Test
-            python .github/scripts/run_single_test.py \
-              --type ${{ matrix.type }} \
-              --path ${{ matrix.path }} \
-              --deploy-dir ${{ matrix.deploy_dir }} \
-              --action test
+            # # Test
+            # python .github/scripts/run_single_test.py \
+            #   --type ${{ matrix.type }} \
+            #   --path ${{ matrix.path }} \
+            #   --deploy-dir ${{ matrix.deploy_dir }} \
+            #   --action test
             
             # Destroy
             python .github/scripts/run_single_test.py \

From 4b43ea8a36fe0cccd6ab8035eebd30c0545c4171 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Fri, 5 Jun 2026 16:17:34 +0530
Subject: [PATCH 65/67] added rhe deployment commands in wrokflow file

---
 .../workflows/integration-test-weekly.yaml    | 28 +++++++++----------
 1 file changed, 14 insertions(+), 14 deletions(-)

diff --git a/.github/workflows/integration-test-weekly.yaml b/.github/workflows/integration-test-weekly.yaml
index da5a8a6f2..a2d01dabe 100644
--- a/.github/workflows/integration-test-weekly.yaml
+++ b/.github/workflows/integration-test-weekly.yaml
@@ -184,21 +184,21 @@ jobs:
           ARM_CLIENT_ID: ${{ secrets.AZURE_CLIENT_ID }}
         run: |
           if [[ "${{ matrix.type }}" == "aws-containerized" || "${{ matrix.type }}" == "aws-serverless" ]]; then
-            # # Deploy
-            # python .github/scripts/run_single_test.py \
-            #   --type ${{ matrix.type }} \
-            #   --path ${{ matrix.path }} \
-            #   --deploy-dir ${{ matrix.deploy_dir }} \
-            #   --vpc-id "${{ needs.get-base-outputs.outputs.vpc_id }}" \
-            #   --private-subnet-ids '${{ needs.get-base-outputs.outputs.private_subnet_ids }}' \
-            #   --action deploy
+            # Deploy
+            python .github/scripts/run_single_test.py \
+              --type ${{ matrix.type }} \
+              --path ${{ matrix.path }} \
+              --deploy-dir ${{ matrix.deploy_dir }} \
+              --vpc-id "${{ needs.get-base-outputs.outputs.vpc_id }}" \
+              --private-subnet-ids '${{ needs.get-base-outputs.outputs.private_subnet_ids }}' \
+              --action deploy
             
-            # # Test
-            # python .github/scripts/run_single_test.py \
-            #   --type ${{ matrix.type }} \
-            #   --path ${{ matrix.path }} \
-            #   --deploy-dir ${{ matrix.deploy_dir }} \
-            #   --action test
+            # Test
+            python .github/scripts/run_single_test.py \
+              --type ${{ matrix.type }} \
+              --path ${{ matrix.path }} \
+              --deploy-dir ${{ matrix.deploy_dir }} \
+              --action test
             
             # Destroy
             python .github/scripts/run_single_test.py \

From 920a6ae9d77167a78454ca5479ecbd39751c2b48 Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Fri, 5 Jun 2026 16:54:42 +0530
Subject: [PATCH 66/67] added redis url for response sotre

---
 examples/aws-serverless/scalable-openai/config.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/examples/aws-serverless/scalable-openai/config.yaml b/examples/aws-serverless/scalable-openai/config.yaml
index ec3346d8a..ae5f2a93c 100644
--- a/examples/aws-serverless/scalable-openai/config.yaml
+++ b/examples/aws-serverless/scalable-openai/config.yaml
@@ -19,5 +19,6 @@ execution:
     type: redis
     redis:
       prefix: "ak:scalable-openai:response:"
+      url: "redis://ak-openai-serverless-dev-examples-redis.zinik6.0001.apse2.cache.amazonaws.com:6379"
     retry_count: 5
     delay: 5
\ No newline at end of file

From bcc197c0fa538fcd02109e7e5415aa73aa15274d Mon Sep 17 00:00:00 2001
From: Lakindu Induwara Kumara <lakindu.kumara@yaalalabs.com>
Date: Fri, 5 Jun 2026 17:14:52 +0530
Subject: [PATCH 67/67] added test to openai auth example

---
 examples/aws-serverless/openai-auth/pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/examples/aws-serverless/openai-auth/pyproject.toml b/examples/aws-serverless/openai-auth/pyproject.toml
index 5b89cc282..66b54ddea 100644
--- a/examples/aws-serverless/openai-auth/pyproject.toml
+++ b/examples/aws-serverless/openai-auth/pyproject.toml
@@ -10,6 +10,7 @@ dependencies = [
 
 [dependency-groups]
 dev = [
+    "agentkernel[test]>=0.4.0",
     "black>=23.0.0",
     "isort>=5.0.0",
     "mypy>=1.0.0",