feat(v21): close Learned Policy V3 production consumption - #384

Merged

laiqian0239-glitch merged 21 commits into

mainfrom

product/v21-learning-policy-p1-decision-outcome-closed-loop-v3-production-closure

Aug 15, 2026

Commits on Aug 14, 2026

test(v21): establish fresh Learned Policy V3 causal RED
laiqian0239-glitch
committed
0b5175f
feat(v21): root-fix Learned Policy production consumption
laiqian0239-glitch
committed
125eb50

Commits on Aug 15, 2026

feat(v21): seal Learned Policy Windows runtime
laiqian0239-glitch
committed
9f191f7
fix(v21): repair Learned Policy Windows argv boundary
laiqian0239-glitch
committed
ea0bf76
fix(v21): use native stdin for sealed policy contract
laiqian0239-glitch
committed
0d3ca73
fix(v21): delimit Learned Policy Windows exit code
laiqian0239-glitch
committed
96b67e6
fix(v21): use file-backed stdin for sealed policy contract
laiqian0239-glitch
committed
486c8b5
fix(v21): use file-backed stdin for sealed VW training
laiqian0239-glitch
committed
6af68ac
fix(v21): run production closure as desktop host
laiqian0239-glitch
committed
54264f2
fix(v21): keep sealed Learning runtime immutable
laiqian0239-glitch
committed
7064bf0
fix(v21): harden Learned Policy production authority
laiqian0239-glitch
committed
fd4e90f
test(v21): make Learned Policy UAT behavioral
laiqian0239-glitch
committed
c719a17
test(v21): cover nested Learning runtime seal inventory
laiqian0239-glitch
committed
fc20f3f
fix(v21): isolate injected Learned Policy runtime seam
laiqian0239-glitch
committed
e5e4786
test(v21): require observable LKG degradation fallback
laiqian0239-glitch
committed
55de3a9
fix(v21): preserve degraded LKG policy fallback
laiqian0239-glitch
committed
f9fa314
fix(v21): scope Learning runtime seal exclusion to root
laiqian0239-glitch
committed
15ffdbd
fix(v21): restore WP7 bytes around Learning seal repair
laiqian0239-glitch
committed
b6474fa
test(v21): prove native promotion consumption in UAT
laiqian0239-glitch
committed
9b5921b
test(v21): make explicit resolver absence authoritative
laiqian0239-glitch
committed
155eb1c
fix(v21): honor explicit no-active policy resolution
laiqian0239-glitch
committed
b445355

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feat(v21): close Learned Policy V3 production consumption - #384

feat(v21): close Learned Policy V3 production consumption#384
laiqian0239-glitch merged 21 commits into
mainfrom
product/v21-learning-policy-p1-decision-outcome-closed-loop-v3-production-closure

Commits on Aug 14, 2026

test(v21): establish fresh Learned Policy V3 causal RED

feat(v21): root-fix Learned Policy production consumption

Commits on Aug 15, 2026

feat(v21): seal Learned Policy Windows runtime

fix(v21): repair Learned Policy Windows argv boundary

fix(v21): use native stdin for sealed policy contract

fix(v21): delimit Learned Policy Windows exit code

fix(v21): use file-backed stdin for sealed policy contract

fix(v21): use file-backed stdin for sealed VW training

fix(v21): run production closure as desktop host

fix(v21): keep sealed Learning runtime immutable

fix(v21): harden Learned Policy production authority

test(v21): make Learned Policy UAT behavioral

test(v21): cover nested Learning runtime seal inventory

fix(v21): isolate injected Learned Policy runtime seam

test(v21): require observable LKG degradation fallback

fix(v21): preserve degraded LKG policy fallback

fix(v21): scope Learning runtime seal exclusion to root

fix(v21): restore WP7 bytes around Learning seal repair

test(v21): prove native promotion consumption in UAT

test(v21): make explicit resolver absence authoritative

fix(v21): honor explicit no-active policy resolution