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_claude_memory/feedback_experiments_md_live_doc.md

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+---
+name: EXPERIMENTS.md is the live paper-grade master doc — update on every new result
+description: Standing instruction — every time a new experiment result lands, append/update the corresponding row in regureasoner_loop/docs/EXPERIMENTS.md, not just in results/*.md
+type: feedback
+originSessionId: 4037f43b-2133-46c6-84bd-02f7d454ec8b
+---
+EXPERIMENTS.md (`regureasoner_loop/docs/EXPERIMENTS.md` on the
+`mllm-integrate-server2` branch) is the canonical paper-section
+draft target. Every time a new bench/training/oracle result lands,
+update the matching section in EXPERIMENTS.md AND push to the
+remote branch.
+
+**Why:** the user explicitly asked: "update this EXPERIMENTS.md
+every time you have new experiment results" (2026-04-27). The doc
+is intended as the experiment section for a top AI conference paper;
+results/*.md files are raw data tables that get referenced from
+EXPERIMENTS.md, but EXPERIMENTS.md is the narrative + headline
+numbers source of truth.
+
+**How to apply:**
+* When a metrics.json / genqual.json / training final.json lands,
+  open EXPERIMENTS.md, find the matching §3.x or §4-§7 section,
+  replace any "queued" / "running" placeholder with the real number,
+  and append a paired comparison block when both raw and enriched
+  rows are available.
+* Bump §8 "Pipeline state (live)" to reflect the new state and what
+  triggered next.
+* Add a row to §10 "Code commits" with the commit SHA + 1-line note.
+* Always commit + push to `mllm-integrate-server2` immediately
+  (companion `results/<task>_*.md` if the per-result table is long).
+* The HF mirror of EXPERIMENTS.md is **blocked** by sandbox policy —
+  do not retry; the canonical copy is the GitHub branch.