v4 → main: knowledge-aware planning (v4) + online-learning / trust / policy (v3)#4

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Commits on Jul 6, 2026

agent_console: stack-native conversational agent (context-runtime + redevops-rag + agent-harness)

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agent_console: on-prem model plane + resilient model calls

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sidekick[mcp-module]: Implement MCP adapter module
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sidekick[mcp-tests]: Hermetic MCP adapter tests
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Commits on Jul 7, 2026

mcp: bundled web_search server + AgentConsole.mount_mcp (proof: MCP tools in apps)

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supply_chain: software-supply-chain inspection plane (Trivy/Syft) — Lightwell pre-deploy half

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sidekick[vuln-feeds-module]: Implement vuln_feeds ingestion module
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sidekick[vuln-feeds-tests]: Hermetic tests for vuln_feeds
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supply_chain: add scan_rootfs (whole-container OS+deps) — surfaces base-image CVEs a lockfile scan misses

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sidekick[scanner-methods]: Add container-scan + triage methods to SupplyChainScanner
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sidekick[scanner-tests]: Hermetic tests for container scan + triage
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vuln_db: read-only Doris vuln-DB client with permissioning (the NVD/OSV consumer)

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supply_chain: classify OS-base vs app-dependency findings + advise() recommendation
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optimizer: governance seam — optional PolicyProvider + TrustProvider

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registry: capability registry — capabilities in the planner, not the prompt

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optimizer: Generation 4 online learning — BanditOptimizer + off-policy evaluation

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Commits on Jul 8, 2026

optimizer: Generation 5 trust-aware execution — trust objective + honest abstention

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learning: Phase 4 async learning loop — outcome events -> aggregator -> snapshots

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learning: KafkaEventBus binding — the 'nervous system' transport for the loop

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adapters: Phase 5 temporal / bi-temporal retrieval — 'what changed, and when?'

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bandit: discounted (recency-weighted) updates — the non-stationarity property + a benchmark

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tools: data-access authorization seam on ToolRegistry (open-core)

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integrations: job_leads — AI-hiring lead-gen + tailored outreach (Market Radar)

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job_leads: AdzunaSource — live jobs-API search (free tier, ToS-friendly) with graceful degrade + test
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job_leads: per-user lead profiles + current_principal() so tools scope to the caller

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policy: Policy Runtime core — commands, rules (long-term memory), decisions+audit, AgentConsole wiring

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policy: command factories (policy_commands/global_policy_commands) + role_gate

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benchmark: add v3 (preliminary) column — online optimization under drift

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benchmark: drop v3 preliminary block — keep the page to shipped v1/v2 only

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benchmark: commit the self-contained HTML site card (v1/v2, both runtimes)

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benchmark(v3): preliminary drift-adaptation doc + regenerable --v3-doc writer

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agent_console: how-to/what-is questions route to help, not a keyword-matched tool

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agent_console: explain-questions get domain-complete answers, not a bare one-liner

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proxmox-demo: route contextruntime model plane at the shared Qwen shim (Kimi fallback)

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Commits on Jul 9, 2026

judge: default to Grok 4.5 + v3 benchmark report

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control-plane: multi-tenant corpus models for the chat demo (CR_TENANTS)

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Commits on Jul 10, 2026

Commits on Jul 11, 2026