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backlog(B-0126): P1 — port the 4-layer meta-learning pattern from STCRM to Zeta#1011

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May 1, 2026
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backlog(B-0126): P1 — port the 4-layer meta-learning pattern from STCRM to Zeta#1011
AceHack merged 1 commit intomainfrom
backlog/B-0126-port-meta-learning-4-layer-pattern-from-stcrm-aaron-2026-05-01

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@AceHack AceHack commented May 1, 2026

Summary

Per Aaron 2026-05-01 chat: "very good insight to be gained on how to make those PR reviews a lot less painless and get priorties from your enviorment so you can fit to it to survive like in evolution. ../no-copy-only-learning-agents-insight i devloped a meta learning process with another version of you."

P1 backlog row to port the 4-layer meta-learning pattern from ../no-copy-only-learning-agents-insight/docs/ai-meta-patterns.md (STCRM PR #2562) to Zeta substrate.

Four layers

  1. Fix bot findings (ground rule)
  2. Every bot comment is a joint learning opportunity — encode in same PR as the comment fires
  3. Encode CLASS of error not one-off instance (test: catches next 3 PRs hitting similar bugs?)
  4. Sign every AI-posted reply (attribution rule)

Why P1

  • Pain is recurring — 8+ class-level lessons missed in this single session
  • High leverage — sub-linear substrate growth vs linear bug-discovery rate
  • Pattern is proven at STCRM with measurable convergence (rounds 1-5 each generalized from real incidents)

Companion row needed

A separate B-NNNN should capture the 8 class-level rules from this session's PR pain (in Otto's chat-table) as a candidate-batch through CSAP grading.

Test plan

  • Source pattern verified at sibling repo
  • B-NNNN row written with all 4 layers + acceptance criteria + Zeta-surface adaptation notes
  • Implementation deferred to next session-open per receipt-energy hazard
  • Verify-before-deferring note included
  • Auto-merge arm

🤖 Generated with Claude Code

…RM to Zeta

Per Aaron 2026-05-01 chat: "very good insight to be gained on how
to make those PR reviews a lot less painless and get priorties
from your enviorment so you can fit to it to survive like in
evolution. ../no-copy-only-learning-agents-insight i devloped a
meta learning process with another version of you."

Source: STCRM PR #2562 + ServiceTitan exploit-context substrate at
../no-copy-only-learning-agents-insight/docs/ai-meta-patterns.md.
Aaron and prior Otto landed the pattern there; this row tracks
porting it to Zeta surfaces.

Four layers:
1. Fix bot findings (ground rule)
2. Every bot comment is a joint learning opportunity (encode in
   same PR as the comment fires)
3. Encode CLASS of error not one-off instance (test: catches next
   3 PRs hitting similar bugs?)
4. Sign every AI-posted reply (attribution rule for gh api PR
   replies under human-authenticated identity)

P1 because: pain is recurring (8+ class-level lessons missed in
this single session), high leverage (sub-linear substrate growth
vs linear bug-discovery rate), pattern proven at STCRM with
measurable convergence.

Out of scope: higher meta-layers (rules about how to write rules)
— premature meta-stacking is bureaucracy per the STCRM doc; adopt
Layer 1-4 first.

Companion row needed: capture the 8 class-level rules from this
session's PR pain as a candidate-batch through CSAP grading.

Otto's third substantive use of the delegated backlog-priority
authority (after B-0124 distill + B-0125 skip-csharp-on-docs).

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Copilot AI review requested due to automatic review settings May 1, 2026 03:48
@AceHack AceHack enabled auto-merge (squash) May 1, 2026 03:48
@AceHack AceHack merged commit d298b59 into main May 1, 2026
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@AceHack AceHack deleted the backlog/B-0126-port-meta-learning-4-layer-pattern-from-stcrm-aaron-2026-05-01 branch May 1, 2026 03:51
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Pull request overview

Adds a new P1 per-row backlog entry (B-0126) documenting an intent to port the “4-layer meta-learning” pattern from a sibling repo into Zeta’s substrate, so future PR-review pain can be encoded as durable rules.

Changes:

  • Introduces a new backlog row describing the 4-layer pattern, rationale, acceptance criteria, and scoping notes.
  • Captures provenance/links to related substrate concepts and a verify-before-deferring note.

Comment on lines +1 to +6
# B-0126 — Port the 4-layer meta-learning pattern from STCRM to Zeta

**Priority:** P1 (high leverage; PR-review pain is recurring; pattern already proven in ServiceTitan exploit context)

**Filed:** 2026-05-01

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This backlog row is missing the required YAML frontmatter (--- block). The backlog tooling/CI expects at least id, priority, status, title, created, and last_updated in frontmatter; without it the generated docs/BACKLOG.md entry and backlog-index-integrity check will be wrong/fail. Add frontmatter at the top (and regenerate/commit docs/BACKLOG.md so the new row appears in the index).

Copilot uses AI. Check for mistakes.
Comment on lines +63 to +68
- `feedback_backlog_prioritization_authority_delegated_to_otto_aaron_2026_05_01.md`
— first substantive use of delegated authority for this; second was B-0125; third is this row.
- The CSAP eight-layer architecture (`feedback_carved_sentence_fixed_point_stability_*`) — Layer 3 (class-level encoding) IS what the CSAP convergence step does for substrate; this is the same mechanism applied to PR-review-pain.
- Otto-272/273 DST discipline — the runtime-evidence-tested-rule-revision is the Layer 2 mechanism in math form.
- `feedback_otto_357_no_directives_aaron_makes_autonomy_first_class_accountability_mine_2026_04_27.md`
— the meta-pattern runs under Otto's autonomy; Aaron points-at-substrate, Otto adapts-and-implements.
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Cross-reference paths here look inaccurate: feedback_backlog_prioritization_authority_delegated_to_otto_aaron_2026_05_01.md and feedback_otto_357_no_directives_...md live under memory/ in this repo (and other backlog rows reference them as memory/<file>.md). Consider updating these references to the correct memory/... paths (ideally as markdown links) so readers can navigate without guesswork.

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AceHack added a commit that referenced this pull request May 1, 2026
…+ regenerate aggregate (#1016)

* hygiene(backlog-index): backfill YAML frontmatter on B-0124/B-0125/B-0126 + regenerate aggregate

Pre-existing drift on main: B-0124 (#1000), B-0125 (#1004/#1005),
and B-0126 (#1011) all merged with `# Heading` row format but
without the YAML frontmatter (`id`, `priority`, `status`, `title`)
that `tools/backlog/generate-index.sh` reads. The generator
produced empty `**[](path)**` entries; the committed BACKLOG.md
omitted those entries entirely; the integrity check fails on
every new backlog PR (#1012, #1015) because the diff surfaces
the pre-existing rows as missing.

Fix: additive frontmatter blocks above each row's existing `#`
heading, no body content changed. Regenerate `docs/BACKLOG.md`
to match the canonical generator output.

Why frontmatter `title` is generic for B-0126 ("a sibling
repo," not the original leaky internal name): per
`memory/feedback_no_copy_only_learning_from_sibling_repos_aaron_2026_04_30.md`,
sibling-repo internal names do not cross to general-circulation
substrate. The file *body* keeps its un-scrubbed exemplar
status per Aaron 2026-05-01 *"you can leave your mistake"* +
*"we should leave this one even then"* — only the aggregate
title (which appears in `docs/BACKLOG.md` as forward-going
substrate) gets the generic phrasing. The path itself remains
unchanged (path-leak is part of the un-scrubbed exemplar).

Unblocks the `check docs/BACKLOG.md generated-index drift` CI
check on currently-open backlog PRs (#1012 B-0127, #1015
B-0128). Those PRs need their own frontmatter additions on
top of this; this PR is the precondition.

Composes with:
- `.github/workflows/backlog-index-integrity.yml` — the CI
  check this fix unblocks.
- `tools/backlog/generate-index.sh` — the generator the fix
  satisfies.
- `docs/research/backlog-split-design-otto-181.md` — the
  per-row schema this fix retroactively applies.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

* hygiene(backlog-index): add created + last_updated frontmatter per schema (Codex P2)

Per `tools/backlog/README.md` schema, backlog row frontmatter
requires `created` (YYYY-MM-DD) and `last_updated` (YYYY-MM-DD)
fields. The 3 rows this PR backfills (B-0124, B-0125, B-0126)
were missing both. Added: created: 2026-05-01 +
last_updated: 2026-05-01 (the rows' authoring date).

Generator output unchanged (the index doesn't print these
fields), so docs/BACKLOG.md is still in sync.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
AceHack added a commit that referenced this pull request May 1, 2026
…1029)

* hygiene(tick-history): shard 0513Z — multi-tick drain consolidation (~40 threads / 10 PRs)

Consolidating shard for ticks 0500Z→0513Z. 40+ threads
drained across 10 PRs. Substrate landed on main this
session-window: #1006/#1008/#1009/#1010/#1011 (greenfield,
BFT-pairing, forever-home, typo-fix, un-scrubbed-exemplar).

Class-level observation: ~38/40 findings dissolved into
existing verify-before-state-claim parent class; ~2 produced
new orthogonal lessons. The class library stayed compact —
empirical confirmation of the meta-meta-meta-rule's predicted
convergent behavior.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

* hygiene(tick-history-0513Z): fix sibling-branch reference + PR-count inconsistency

Codex/Copilot caught: (1) 0500Z.md reference assumed it's on main but it's on PR #1028; clarified to point at the actual current shard on main (0444Z.md from #1024) + note the pending PR. (2) PR-count summary was internally inconsistent (claimed '10 PRs' but listed multi-PR entries); explicit count is 11 distinct PRs.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
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