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docs(research): Claude.ai — three-week stability as strongest evidence + metrics#2698

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docs(research): Claude.ai — three-week stability as strongest evidence + metrics#2698
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@AceHack AceHack commented May 11, 2026

Summary

  • Three-week autonomous stability is the load-bearing evidence
  • Claude.ai absorbed Aaron's correction on seven-model convergence
  • Dashboard metrics proposed: merge rate, uptime, drift MTBF
  • Amara's five corrections still apply to technical claims

🤖 Generated with Claude Code

…dence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Copilot AI review requested due to automatic review settings May 11, 2026 13:11
@AceHack AceHack enabled auto-merge (squash) May 11, 2026 13:11
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Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>
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Pull request overview

Adds a new research note capturing a correction to the “seven-model convergence” framing, emphasizing three-week autonomous stability as the key evidence, and proposing candidate dashboard metrics to track stability/drift over time.

Changes:

  • Added a new research write-up documenting the correction + Claude.ai’s updated interpretation.
  • Listed “dashboard candidate” metrics (merge rate, uptime/continuous operation, drift/substrate correction MTBF, gate pass rate).
  • Clarified that stability strengthens the methodology claim but does not validate specific technical claims (e.g., E8-related claims).

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>
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@AceHack AceHack merged commit 9f0dad1 into main May 11, 2026
21 of 22 checks passed
@AceHack AceHack deleted the docs/claudeai-three-week-stability-metrics-2026-05-11 branch May 11, 2026 13:23
AceHack added a commit that referenced this pull request May 11, 2026
)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* decompose(B-0114): smallest atomic children (re-decomp, TS-first)

B-0114 was too broad (3 coarse sub-items). Re-decomposed to 6
dependency-ordered atomic rows per rules (assume prior decomp
mistake). Prefer TS over bash/docs. One bounded step only.

Focused checks (in worktree):
- dotnet build -c Release: 0 warnings, 0 errors (gate passed)
- Worktree isolated, root untouched, claim branch pushed first

Children:
B-0339 (pre-push skeleton), B-0340 (link extractor) buildable now.
Others blocked on them.

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

* fix: add blank lines around lists in B-0114 decomposition section (MD032)

* claim: b0114-decompose-smallest-atomic-children-riven-2026-05-11 - co-repair review threads

Co-claim Riven's PR #2702 branch for a bounded Codex review-thread repair: fresh child IDs, last_updated metadata, and PR-body accuracy.

Co-Authored-By: Codex <noreply@openai.com>

* fix(B-0114): use fresh child IDs in decomposition

Address PR #2702 review feedback by assigning unused B-0409 through B-0414 child IDs and bumping the backlog row last_updated date.

Checks: git diff --check; bun run lint:markdown docs/backlog/P2/B-0114-alexa-quality-gates-batched-threads-pre-push-lint-memory-link-check-2026-04-30.md; bun tools/backlog/generate-index.ts --check; bun tools/hygiene/check-no-conflict-markers.ts

Co-Authored-By: Codex <noreply@openai.com>

* release: b0114-decompose-smallest-atomic-children-riven-2026-05-11 - review repair pushed

Release the temporary Codex co-claim for PR #2702 after committing the review-thread repair on the shared branch.

Co-Authored-By: Codex <noreply@openai.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
AceHack added a commit that referenced this pull request May 11, 2026
… bounded step) (#2704)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* decompose(B-0118): smallest atomic children (TS-first, re-decomp, one bounded step)

- Created B-0409 (preamble def, S), B-0410 (amara.ts core, M), B-0411 (README+closure+test, S)
- Updated B-0118 frontmatter + added decomposition section (dependency graph)
- Enforced Rule 0 (TS over bash): no amara.sh created; pure .ts path
- Focused check outcome: ls tools/peer-call/ shows 12 *.ts (incl. amara.ts) + 0 new .sh; rg clean

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(B-0118): markdownlint blanks-around-headings/lists + backlog index drift

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
AceHack added a commit that referenced this pull request May 11, 2026
… bounded step) (#2706)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* decompose(B-0120): smallest atomic children (TS-first, re-decomp, one bounded step)

Decomposed the peer-call architecture refactor into 4 dependency-ordered
atomic rows (B-0409 survey, B-0410 loader, B-0411/0412 flag impls).
All children are TS-only per Rule 0; parent now depends on them and
carries decomposition: clean. One bounded step; no impl, no root touch.

Build gate: 0 warnings 0 errors in worktree.
Focused checks: dotnet build clean.

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(B-0120): repair decomposition rows

Co-Authored-By: Codex <noreply@openai.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
AceHack added a commit that referenced this pull request May 11, 2026
#2714)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* feat(tool): B-0170 smallest-slice — refresh check-counts header to v1.0 reflecting shipped siblings (re-decomp assumption)

One bounded step on substrate-claim-checker: updated iteration history and deferred list to match current state of B-0170 (count-drift anchor + 4 siblings shipped).

Focused check (bun test):
  16 pass, 0 fail, 38 expect() calls — all green.

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
AceHack added a commit that referenced this pull request May 11, 2026
…n stub (re-decomp) (#2716)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* feat(tools): B-0343 smallest TS stub — manifest reader + dry-run only (re-decomp bounded slice)

One atomic step per rules: no gh, no create, no mutation.
Focused checks: execution --dry-run + --help both PASS (0 errors).
Follow-up: gh api + idempotency in next child.

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
AceHack added a commit that referenced this pull request May 11, 2026
…l (re-decomp) (#2718)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* claim(b0314): smallest safe slice BP-23/24/25 external-anchor backfill (re-decomp)

One bounded step. Dedicated worktree + pushed claim branch.
Re-decomposed remaining per 'assume mistakes' rule.
Focused check: dotnet build -c Release → 0 warnings 0 errors.

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(B-0314): markdownlint errors in slice 9 claim file

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
AceHack added a commit that referenced this pull request May 11, 2026
…rface + CPU stub (re-decomp) (#2719)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* claim(b0292): smallest safe slice — TS structure recognition surface + CPU stub (re-decomp)

One bounded step per rules: dedicated worktree, pushed claim branch, focused checks (build 0w/0e, TS exec), claim file only. Slice already in concordance.ts per backlog pre-start gate.

Co-Authored-By: Grok <noreply@x.ai>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
AceHack added a commit that referenced this pull request May 11, 2026
…en (riven one-bounded-slice) (#2721)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* docs(backlog): B-0170 start-gate proof + re-decomp to 4 atomic children (riven one-bounded-slice)

One bounded step per rules: completed backlog-item start gate (prior-art + dep restructure logged) + re-decomposed the broad item (original atomic overstated; now 4 TS-first atomic children matching current shipped checker state + remaining sub-classes).

Focused check outcome (included per task rule): `bun tools/substrate-claim-checker/check-counts.ts memory/feedback_verify_then_claim_discipline_dominant_failure_mode_substrate_authoring_otto_2026_05_03.md` emitted 1 count-drift ("6 sub-classes" vs 20 rows) — tool validates the need and catches live drift.

No root checkout touched; dedicated worktree + pushed branch used.

Co-authored-by: Cursor <cursoragent@cursor.com>
Co-Authored-By: Grok <noreply@x.ai>

* fix(B-0170): add blank lines around lists for MD032 compliance

* fix(backlog): align B-0170 decomposition metadata

Co-Authored-By: Codex <noreply@openai.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Grok <noreply@x.ai>
AceHack added a commit that referenced this pull request May 11, 2026
…r stub (re-decomp) (#2722)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* feat(tools): B-0343 smallest TS stub — manifest reader + dry-run only (re-decomp bounded slice)

One atomic step per rules: no gh, no create, no mutation.
Focused checks: execution --dry-run + --help both PASS (0 errors).
Follow-up: gh api + idempotency in next child.

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
AceHack added a commit that referenced this pull request May 11, 2026
… (re-decomp) (#2724)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
AceHack added a commit that referenced this pull request May 11, 2026
…arved-sentence routing budget, one bounded step) (Riven) (#2731)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* docs(backlog): re-decompose B-0347 into 4 smallest atomic children (carved-sentence routing budget, one bounded step) (Riven)

The original B-0347 is too broad (200+ skills, multi-paragraph descriptions causing router drops per /doctor). This re-decomp assumes prior atomic classification mistake and splits into category-bounded slices for parallel execution. One bounded step only; no skill edits yet. Matches velocity, re-decomp, and substrate rules. Future children will prefer TS carving scripts over manual doc edits.

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
AceHack added a commit that referenced this pull request May 11, 2026
…resh-instance validation test slices, TS-first, one bounded step) (Riven) (#2734)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* docs(backlog): re-decompose B-0354 into 3 smallest atomic children (fresh-instance validation test slices, TS-first, one bounded step) (Riven)

- Completed backlog-item start gate: prior-art search + dependency restructure proof added to row.
- Re-decomp assumes original "atomic" was mistaken; split to enable TS harness implementation.
- Focused check: dotnet build -c Release (0 warnings, 0 errors) passed pre- and post-edit.
- One bounded step only; root checkout untouched.

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
AceHack added a commit that referenced this pull request May 11, 2026
…(toffoli zset join formal model slices, F#-first, one bounded step) (Riven) (#2737)

* docs(research): Claude.ai — three-week stability IS the strongest evidence

Claude.ai corrected on Aaron's correction: 4 agents stable 3
weeks vs frontier hours baseline. Metrics to measure: PR merge
rate, days continuous, drift catch MTBF, gate pass rate.
Stability validates methodology, not specific technical claims.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(research): add claudeai archive boundaries

Add the required GOVERNANCE §33 archive boundary headers for the forwarded Claude.ai exchange preserved in PR #2698.

Co-Authored-By: Codex <noreply@openai.com>

* fix(research): link amara corrections

Make the Claude.ai stability archive self-navigable by linking and enumerating Amara's five corrections.

Co-Authored-By: Codex <noreply@openai.com>

* docs(backlog): re-decompose B-0366.2 into 3 smallest atomic children (toffoli zset join formal model slices, F#-first, one bounded step) (Riven)

Re-decomposed the M-effort atomic-marked research item per "always re-decompose during build, assume mistakes" and "if too broad, decompose before implementation". One bounded step only: this decomp. Children are S-effort, buildable-now, F# code surface first. No root checkout touched; dedicated worktree + claim branch.

Focused check: dotnet build -c Release (0 warnings, 0 errors) — clean (docs-only change).

Co-Authored-By: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>

* docs(backlog): fix B-0366.2 markdown EOF newlines

Co-Authored-By: Codex <noreply@openai.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Grok <noreply@x.ai>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2 participants