From d140ace63569d2b04cb44b7d24ec37390eccbd24 Mon Sep 17 00:00:00 2001
From: jgrusewski <jgrusewski@localhost>
Date: Sun, 3 May 2026 10:18:53 +0200
Subject: [PATCH] =?UTF-8?q?docs(audit):=20T8=20=E2=80=94=20memory=20pearl?=
 =?UTF-8?q?=20+=20MEMORY.md=20index=20landed=20(out-of-tree)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The pearl_loss_balance_controller memory pearl is at
~/.claude/projects/.../memory/pearl_loss_balance_controller.md (not in
git — user-memory subsystem). MEMORY.md index entry updated.

This audit-doc commit records the T8 landing for the Fix 31 chain.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
---
 docs/dqn-wire-up-audit.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/dqn-wire-up-audit.md b/docs/dqn-wire-up-audit.md
index b21ce680a..5b25d5641 100644
--- a/docs/dqn-wire-up-audit.md
+++ b/docs/dqn-wire-up-audit.md
@@ -3935,4 +3935,7 @@ extended. No producer kernel yet — that arrives in the next commit.
   test bug exposed by SP7 smoke; eval_dist is structurally Kelly-cold-start
   bound and shouldn't gate Q-learning checks per
   project_magnitude_eval_collapse_kelly_capped.
+- T8 (out-of-tree): memory pearl `pearl_loss_balance_controller.md` +
+  MEMORY.md index entry. Captures the two-layer (signal-modulated target ×
+  outcome-driven α) pattern for future controller designs.
 - T9–T10: smoke + 50-epoch verification.