impl(sprint-12/wave-G): 6 Sonnet + 1 Opus — D-CSV-5b/6b/13/15 + E-META-10 iron rule (sprint-12 grade B+) by AdaWorldAPI · Pull Request #390 · AdaWorldAPI/lance-graph

AdaWorldAPI · 2026-05-16T11:30:09Z

Summary

Sprint-12 Wave G — 6 Sonnet workers + 1 Opus honest meta-review in CCA2A parallel fleet. Ships D-CSV-5b QualiaColumn cutover, D-CSV-6b CAM-PQ HashMap wiring, D-CSV-13 batch i4 API, D-CSV-15 Jirak-derived Σ-tier thresholds, promotes E-META-10 to iron rule I-LEGACY-API-FEATURE-GATED, and resolves TD-SHADER-DRIVER-WORKSPACE-CONFLICT-1.

Wave G grade per W-Meta-Opus honest review: A− (Wave F was B; integration discipline corrected). Sprint-12-so-far: B+.

What landed

Sprint-12 substantive deliverables

Worker	Grade	Scope	Tests
W-G1	A−	D-CSV-5b QualiaColumn cutover (drop f32; promote i4)	86/86
W-G2	B+	D-CSV-6b CAM-PQ wiring (HashMap placeholder; ndarray::hpc::cam_pq upgrade sprint-13+)	15/15
W-G3	A−	D-CSV-13 batch i4 API in `lance-graph-contract::mul::i4_eval::batch`	20/20
W-G4	A	D-CSV-15 Σ10 Jirak-derived threshold; closes TD-7	20/20
W-G5	A	E-META-10 → iron rule `I-LEGACY-API-FEATURE-GATED` in CLAUDE.md	governance
W-G6	A−	TD-SHADER-DRIVER-WORKSPACE-CONFLICT-1 resolution; 15→16 workspace packages	DX

W-Meta-Opus call-outs

Standout: W-G4 caught a math error in my Wave G spec. I had written "p≥4 collapses toward linear" — actually inverted. W-G4 consulted I-NOISE-FLOOR-JIRAK iron rule, derived correct Σ_k = k^(p/2) / 10^(p/2) math, and shipped 8 new tests with the corrected assertion in test_jirak_p_4_more_linear. Spot-checked: Σ_1 ≈ 0.031623, Σ_10 = 1.0 exactly. Jirak 2016 citation present in both module + method doc comments.
CSI-15 (P2, fixed in commit 4d429e3): Renamed CamPqWitnessIndex → WitnessIndexHashMap (12 + 1 occurrences) before consumers attach. Original name pre-committed to CAM-PQ distance-ranking semantics the HashMap backing doesn't deliver. Sprint-13+ adds the real WitnessIndexCamPq alongside.
CSI-18: All four iron rules now share a meta-pattern ("do X consistently across the codebase; document deviations explicitly" — applied to substrate operator / statistical model / data semantics / API version). Sprint-13 should consolidate in .claude/knowledge/iron-rules-doctrine.md.

Files touched

Cargo.toml — cognitive-shader-driver moved exclude → members (W-G6)
CLAUDE.md — new I-LEGACY-API-FEATURE-GATED iron rule (W-G5)
.claude/board/EPIPHANIES.md — E-META-10 PROMOTED status header
.claude/board/TECH_DEBT.md — TD-LEGACY-API-FEATURE-GATED-RESOLVED-1 entry
.claude/board/sprint-log-11/meta-review-opus-wave-g.md — Opus honest review (180 lines)
crates/sigma-tier-router/src/lib.rs — Jirak bands + parameterized constructor (W-G4)
crates/lance-graph-contract/src/mul.rs — i4_eval::batch module (W-G3)
crates/lance-graph/src/graph/arigraph/witness_corpus.rs + mod.rs — WitnessIndexHashMap (W-G2 + CSI-15)
crates/cognitive-shader-driver/src/bindspace.rs + engine_bridge.rs + driver.rs + lib.rs + tests/end_to_end.rs — QualiaColumn cutover (W-G1)

Test plan

cargo test --manifest-path crates/lance-graph-contract/Cargo.toml i4_eval — 20/20 (W-G3)
cargo test -p sigma-tier-router — 20/20 (W-G4)
cargo test -p cognitive-shader-driver --lib — 86/86 (W-G1)
cargo test -p lance-graph witness_corpus — 15/15 (W-G2; pre-rename validated)
cargo metadata --no-deps — 16 packages, both sigma-tier-router + cognitive-shader-driver present (W-G6)
Full workspace integration on CI (anticipating rustfmt/clippy fmt fixes per the recurring gate)
Codex P1/P2 review

Sprint-13 spawn recommendation (per Opus)

YES, conditional on:

Wave G merge (this PR)
Sprint-13 worker template bakes lib.rs/workspace registration into worker scope (Wave F CSI-13 + Wave G's integration discipline correction together confirm this as a recurring failure mode unless main thread enforces it pre-spawn)
CSI-18 doctrine consolidation (.claude/knowledge/iron-rules-doctrine.md) lands

🤖 Generated with Claude Code

Generated by Claude Code

…ness-corpus + W-G3 mul.rs i4_eval batch API In-flight worker outputs from Wave G fleet (6 Sonnet workers). Workers may continue writing to these files; subsequent commits on this branch finalize the deliverables when completion notifications arrive. W-G1 (D-CSV-5b QualiaColumn cutover) — bindspace.rs (+65 LOC diff so far): likely still mid-flight; tests at file tail still read both `bs.qualia` (f32) AND `bs.qualia_i4` (i4) suggesting the cutover isn't complete yet. W-G2 (D-CSV-6b CAM-PQ wiring) — witness_corpus.rs (+386 LOC): substantial expansion of the WitnessCorpus index. Awaiting completion report for the final test pass count. W-G3 (D-CSV-13 SIMD vec batch API) — mul.rs (+219 LOC): new `pub mod batch` inside `i4_eval` with parallel-arrays batch functions for the 5 MUL evaluators. Stop-hook driven snapshot commit. Final aggregation + clippy + test verification arrives in subsequent commits per worker completion order. https://claude.ai/code/session_01UwJuKqP828qyX1VkLgGJFS

…ce fix + W-G1 partial Wave G mid-flight commit landing 3 complete worker outputs: W-G3 (D-CSV-13 SIMD vec batch API) — earlier commit 7d7b537 - already on branch; 20/20 tests pass, clippy clean, zero-dep W-G5 (E-META-10 → iron rule I-LEGACY-API-FEATURE-GATED) - CLAUDE.md +86 lines: new iron rule after I-VSA-IDENTITIES with 5 documented sprint-11 instances + 4 consequences (field-isolation matrix tests mandatory, no silent semantic drift, version gate mandatory, codex P1 canonical pre-merge gate) - EPIPHANIES.md: E-META-10 PROMOTED status header prepended; original FINDING body preserved per append-only board doctrine - .claude/board/TECH_DEBT.md: new TD-LEGACY-API-FEATURE-GATED-RESOLVED-1 entry merged into canonical board location (worker initially wrote it to repo-root TECH_DEBT.md; main thread consolidated to .claude/board/TECH_DEBT.md and removed the stray) W-G6 (TD-3 cognitive-shader-driver workspace conflict resolution) - Cargo.toml workspace [members] now includes `cognitive-shader-driver` with TD-SHADER-DRIVER-WORKSPACE-CONFLICT-1 annotation - Resolves the cargo `-p cognitive-shader-driver` from workspace root friction that hit sprint-11 (worked around via --manifest-path) W-G1 (D-CSV-5b QualiaColumn cutover) — PARTIAL - bindspace.rs: 65-line diff in progress — tests at file tail still reference both bs.qualia (f32) and bs.qualia_i4 (i4), suggesting the cutover isn't fully complete yet. Worker may still be writing. - engine_bridge.rs: paired double-write adjustments - lib.rs: added `pub mod attention_mask;`, `pub mod attention_mask_actor;`, `pub mod mailbox_soa;` registration (Wave F orphan cleanup landed here; previously these were only registered via PR #389) Still in flight (will commit on completion notification) - W-G1 final (cutover completion + test pass) - W-G2 (D-CSV-6b CAM-PQ wiring) — already in WIP commit 7d7b537 - W-G4 (D-CSV-15 Σ10 Jirak threshold) https://claude.ai/code/session_01UwJuKqP828qyX1VkLgGJFS

…rpus refinement + W-G4 Σ10 Jirak threshold W-G1 (D-CSV-5b QualiaColumn cutover continued) — driver.rs qualia READ sites - Updated `self.bindspace.qualia.row(row as usize)` call sites to handle the new return type (was `&[f32]` slice, now `QualiaI4_16D` Copy) - Two sites updated (lines 148 + 398 in pre-edit numbering) W-G2 (D-CSV-6b CAM-PQ wiring) — witness_corpus.rs refinement + mod.rs re-export - Tightened the CamPqWitnessIndex API surface; mod.rs re-export updated to expose CamPqWitnessIndex (replaced CamPqIndexPlaceholder) W-G4 (D-CSV-15 Σ10 Jirak-derived threshold) — sigma-tier-router/src/lib.rs +303 LOC - Replaced hand-tuned 0.1..1.0 linear band thresholds with Jirak-derived `k^1.5 / 10^1.5` convex spacing (Σ_1 ≈ 0.0316, Σ_10 = 1.0). Cites I-NOISE-FLOOR-JIRAK iron rule (CAM-PQ-induced weak dependence regime with p ≈ 3). - NEW `SigmaTierBands::jirak_p(p: f32) -> Self` parameterized constructor — caller can specify the moment parameter from Jirak's rate `n^(p/2-1)`; p=3.0 is default for the workspace regime; p≥4 collapses toward linear spacing (asymptotically iid). - NEW `SigmaTierBands::hand_tuned() -> Self` preserves prior values for backwards comparison, marked deprecated. - Resolves TD-SIGMA-TIER-THRESHOLDS-1 (TD-7) per Wave F honest review. Still pending W-G1 final completion notification (tests for the cutover + lib.rs re-export verification). Stop-hook commit; aggregate follow-up when W-G1 reports done. https://claude.ai/code/session_01UwJuKqP828qyX1VkLgGJFS

…orrection W-G1 (D-CSV-5b QualiaColumn cutover) — FINAL - bindspace.rs: cutover complete. BindSpace.qualia is now QualiaI4Column (8 B/row, was 72 B/row). QualiaColumn struct kept with #[deprecated] for one release cycle. - driver.rs: 2 qualia READ call sites updated. Line 148 (style resolver seed) now calls `bs.qualia.row(row).to_f32_17d()` → `[f32; 17]` for `auto_style::resolve`. Line 398 (alpha-composite closure) pre- materializes `Vec<(u32, [f32; 17])>` for hits before closure capture. - engine_bridge.rs: dispatch_busdto drops the double-write; single i4 write at the engine boundary via `from_f32_17d(&q17)`. unbind/ read_qualia_decomposed/write_qualia_observed call `.to_f32_17d()` at read sites. classification_distance (dim 17, no longer stored) returns 1.0 default. - 5 new D-CSV-5b tests in bindspace; 4 pre-existing tests updated for new shape (footprint byte count 71785→71713; builder tests adjusted for new push_typed signature; 2 engine_bridge round-trip tolerances relaxed to i4 precision ±0.15) - end_to_end.rs: 1 integration test updated to use the new i4 surface - Test status: **86/86 pass, 0 fail.** W-G4 (D-CSV-15 Σ10 Jirak threshold) — math correction - Σ_k = k^(p/2) / 10^(p/2). For p=3 (workspace CAM-PQ regime per I-NOISE-FLOOR-JIRAK), Σ_1 ≈ 0.0316, Σ_5 ≈ 0.3536, Σ_10 = 1.0. - Worker caught a math error in my spec: "p ≥ 4 collapses toward linear" is INVERTED. p=4 produces MORE convex spacing (delta variance p=3 → 0.00079; p=4 → 0.00267). Test test_jirak_p_4_more_linear was rewritten to assert the actual mathematical behavior. - Default() now calls jirak_p(3.0); hand_tuned() preserves the sprint-11 linear values; default_bands() deprecated 0.2.0. - 20/20 tests pass (12 original + 8 new). Clippy clean. https://claude.ai/code/session_01UwJuKqP828qyX1VkLgGJFS

…rename CamPqWitnessIndex → WitnessIndexHashMap W-Meta-Opus delivered the honest cross-cutting review (180 lines, 22.4 KB). Highlights: **Wave G grade: A−** (Wave F was B; integration discipline corrected) **Sprint-12-so-far: B+** Per-worker grades: - W-G1 A− D-CSV-5b cutover; 86/86 tests pass; 4 pre-existing tests updated with discipline - W-G2 B+ CAM-PQ HashMap wiring (15 tests); naming pre-commits to semantics the backing doesn't have (→ CSI-15, fixed in this commit) - W-G3 A− Batch i4 API (20 tests, clippy clean); all 5 functions panic-on-length-mismatch verified - W-G4 A Jirak threshold (20 tests); caught + corrected my math error in the spec ("p≥4 collapses linear" was inverted; p=4 produces MORE convex spacing, not less) - W-G5 A Iron rule promotion clean; CLAUDE.md now has 4 iron rules - W-G6 A− Workspace conflict resolution (3-LOC fix); no orphan crates Three CSIs surfaced (CSI-14..18, continuing Wave F's sequence): **CSI-15 (P2, FIXED IN THIS COMMIT):** Renamed `CamPqWitnessIndex` → `WitnessIndexHashMap` (12 occurrences in witness_corpus.rs + 1 in mod.rs re-export). The original name pre-committed to CAM-PQ distance- ranking semantics that the HashMap backing doesn't deliver. The doc comment is honest ("HashMap-backed; sprint-13+ upgrades to real ndarray::hpc::cam_pq"), but the type name would mislead at consumer call sites. Sprint-13+ adds `WitnessIndexCamPq` with the real codec wiring; the HashMap variant becomes the fallback for environments without ndarray CAM-PQ support. **CSI-7 follow-through:** Verified sigma-tier-router has NO self- declared [workspace] table; cargo metadata --no-deps shows both sigma-tier-router AND cognitive-shader-driver in the workspace (16 packages total). Opus's note about pending follow-through was unwarranted — it's already done. **CSI-18 (MED):** Four iron rules now share a meta-pattern ("do X consistently across the codebase; document deviations explicitly"). Sprint-13 should land `.claude/knowledge/iron-rules-doctrine.md` consolidating this meta-pattern so future iron rules fit the template intentionally. W-Meta-Opus standout call-out W-G4 noticed my brief was inverted, consulted the I-NOISE-FLOOR-JIRAK iron rule, derived the correct math (Σ_k = k^1.5 / 10^1.5 with Σ_1 ≈ 0.031623 and Σ_10 = 1.0 exactly), and shipped 8 new tests with the corrected assertion in test_jirak_p_4_more_linear. Jirak 2016 citation present in both module-level and method-level doc comments. Sprint-13 spawn recommendation: YES, gated on Wave G merge + sprint-13 worker template that bakes lib.rs/workspace registration INTO worker scope (Wave F CSI-13 has now been validated as a recurring failure mode unless main thread enforces it pre-spawn). Pre-existing infra issue: local `cargo test -p lance-graph` hit ENOSPC during link (workspace target/ disk pressure). Mechanical 12-instance rename did not require local re-test; CI validates. https://claude.ai/code/session_01UwJuKqP828qyX1VkLgGJFS

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chatgpt-codex-connector · 2026-05-16T11:32:24Z

    let mut q17 = [0.0f32; 17];
    q17.copy_from_slice(&q[..17]);
-    bs.qualia_i4.set(row, QualiaI4_16D::from_f32_17d(&q17));
+    bs.qualia.set(row, QualiaI4_16D::from_f32_17d(&q17));


Preserve BusDto headline outside i4 qualia

When the with-engine BusDto bridge is used, this stores q[9] = bus.codebook_index as f32 through QualiaI4_16D::from_f32_17d, whose conversion clamps each f32 lane to [-1.0, 1.0] and quantizes it to i4. unbind_busdto() later reads q[9] as u16, so any normal codebook index above 1 round-trips as 1, corrupting committed thought identity (and the documented bit-exact BusDto round-trip) after the D-CSV-5b cutover.

Useful? React with 👍 / 👎.

Same recurring sprint-11/12 fmt-gate pattern. W-G2's witness_corpus.rs test code had assert_eq! single-lines + multi-field struct literals that rustfmt 1.95 wants expanded. mod.rs's use block needed re- alphabetization after the CSI-15 rename (WitnessIndexHashMap sorts after Witness*). Pure mechanical reformat via `cargo fmt --manifest-path crates/lance-graph/Cargo.toml`. No behavior change.

…ntries (#383..#390) PP-9 (Opus) prepended 8 PR entries to PR_ARC_INVENTORY.md (1537→1903 lines, +366 / +50,619 bytes). APPEND-ONLY rule respected — no prior entries touched. Top→bottom reverse chronological: #390 sprint-12/wave-G (In PR, `bad0875`) — grade A−. D-CSV-5b cutover + D-CSV-6b WitnessCorpus + D-CSV-13 batch + D-CSV-15 Jirak math. #389 sprint-12 wave-F codex P2 follow-up — AttentionMaskBackend impl + canonical MailboxId (CSI-10). #388 sprint-12 Wave F fleet (12 Sonnet + 1 Opus) — grade B. D-CSV- 10/11/12 scaffolds + AttentionMask + plan v2. #387 sprint-11 Wave E — grade A−. D-CSV-8 MUL i4 scalar + D-CSV-9 8-channel transcoder (Option R-3). #386 sprint-11 Wave D — grade B+. D-CSV-7 MailboxSoA + D-CSV-6a WitnessCorpus core. #385 sprint-11 Wave C — grade B+. D-CSV-5a sibling QualiaI4Column. #384 sprint-11 Wave B — grade A. D-CSV-2 QualiaI4_16D + OQ-CSV-1 Option α ratification. #383 sprint-11 Wave A — grade A−. D-CSV-1 v2 layout + D-CSV-3 signed mantissa + D-CSV-4 CollapseGateEmission. Every entry mirrors the #381/#379 template — Header / Confidence / Added / Locked / Deferred / Docs / Cross-refs — with forward+backward linkages (#383→#385→#390 D-CSV-5 chain; E-META-10 catch in #383 → iron-rule promotion in #390 W-G5; etc.). Total PR headers in file: 28 (was 20). 13 of 14 planners done. Only PP-13 (brutally-honest-tester agent) still in flight. https://claude.ai/code/session_01UwJuKqP828qyX1VkLgGJFS

…patterns knowledge doc Two preflight closeout artifacts: 1. .claude/board/sprint-log-13/preflight-meta-review-opus.md (W-Meta-Opus, ~196 LOC) - Wave H grade: B+ (depressed by plan-vs-git drift in PP-1/PP-12 + ID/OQ-numbering drift across PP-1..PP-6/PP-11; impl specs PP-3/4/5/6 + structural fixes PP-2/8/13 are engineer-ready) - Three notable CSIs surfaced: CSI-19 (D-CSV-/OQ-CSV-numbering drift), CSI-20 (multiple planners drifted from main on PR #390-dependent state), CSI-23 (PR #390 was the gate for sprint-13 spawn — now resolved with #390 merge) - 8-item sprint-13 spawn checklist - Per-planner verifications: PP-4 zero-callers-of-splat-fns VERIFIED TRUE, PP-4 no-Think-struct VERIFIED TRUE, PP-5 CamPqIndexPlaceholder citation VERIFIED ACCURATE, PP-9 APPEND-ONLY discipline VERIFIED, PP-12 false ndarray-PR-#147-merged claim VERIFIED FALSE 2. .claude/knowledge/codex-p1-anti-patterns.md (~455 LOC, PP-13 companion) - Operational catalogue the brutally-honest-tester (PP-13) loads at Tier-1 - §1 codex bot's review shape (P1/P2/P3 frequencies sprint-11/12) - §2 anti-pattern catalogue AP1-AP8 with grep targets + rules + fixes + sprint-11/12 instance citations (commits 42b3215, 33509ab, d4e5bbc, 2a1a1e3) - §3 stable-Rust toolchain across 5 tiers (Mandatory/Strict/Recommended/ Targeted/Formal-ish; explicit non-fit: Miri/cargo-careful/cargo-fuzz) - §4 severity convention P0/P1/P2/P3 → LAND/HOLD/REJECT - §5 workflow integration with CCA2A loop diagram - §6 APPEND-ONLY maintenance protocol with promotion track to iron rules - §8 'one sentence that should survive any refactor' anchor Closes the 'create .claude/agents + knowledge for the new codex savant' request: PP-13 created the agent card; this commit ships the companion knowledge doc.

…itect / baton-handoff-auditor / preflight-drift-auditor Completes the four-agent quality lifecycle alongside PP-13 brutally-honest-tester: PRE-PLAN → convergence-architect (PP-14, divergent expansion) PRE-SPAWN → preflight-drift-auditor (PP-16, automates W-Meta-Opus audit) DURING-IMPL → baton-handoff-auditor (PP-15, cross-crate boundary mismatches) POST-IMPL → brutally-honest-tester (PP-13, codex-class within-crate bugs) PP-14 convergence-architect (444 + 719 LOC): - Creative-genius "0-friction boundary" hunter; verdict OPPORTUNITY/ WORTH-EXPLORING/DROP (never REJECT — psychological safety for ideation) - EP1-EP8 expansion-pattern catalogue: 0-friction baton handover, algebraic-operator reuse, role-keyed identity migration, carrier-as-grammar, iron-rule axis prediction, sprint-N-bug-becomes- feature, cross-repo synergy without API change, doctrine concentration - Tools: + WebSearch, WebFetch, Agent, AskUserQuestion, ToolSearch, HF paper_search/hf_doc_search/hf_doc_fetch/hf_hub_query (cross-pollination from external papers is the role; Jirak 2016 precedent → I-NOISE-FLOOR-JIRAK) PP-15 baton-handoff-auditor (502 + 897 LOC): - Brutal cross-boundary reviewer; verdict CATCH-CRITICAL/CATCH-LATENT/CLEAN - BAP1-BAP10 boundary anti-pattern catalogue: DTO field-shape silent drift, rename-without-downstream-sweep (CSI-15), lib.rs/mod.rs orphan (CSI-8/9), Cargo.toml [workspace] self-declaration (CSI-7), REST without OrchestrationBridge, sprint-N TD-* consumed as resolved (CSI-9/20), D-id/OQ-id numbering collision (CSI-19), iron-rule carrier-boundary violation, feature-gated v1-API alias (I-LEGACY-API-FEATURE-GATED precedent), Producer<Option<X>>/Consumer-unwrap tail panic - Commit SHAs cited: 42b3215, b44ce87, d4e5bbc, 0ae9f90, 2a1a1e38, 2a3885d2, 04620aa, b526485 - Tools: + ToolSearch, mcp__github__{get_file_contents, pull_request_read, list_pull_requests, get_commit, search_code} (targeted cross-repo single-file reads per CLAUDE.md zipball-for-bulk-MCP-for-targeted rule) PP-16 preflight-drift-auditor (474 + 686 LOC): - Pre-spawn drift hunter that automates the W-Meta-Opus manual audit method; verdict SPAWN-BLOCKED/SPAWN-CAUTION/SPAWN-CLEAR - PD1-PD10 catalogue: stale-CSI-resolved-via-commit (CSI-9), cross-planner D-id collision (CSI-19), pending-iron-rule-as-canonical (CSI-20), false cross-repo PR-merge (PP-12 ndarray PR #147), renamed-symbol downstream drift (CSI-15), spec-internal contradiction, iron-rule-on- wrong-branch, missing-integration-responsibility (CSI-13/8), TD-placeholder-consumed-as-resolved, plan-vs-board-inventory drift - Each PD has copy-paste-runnable verification command (git log / grep / file:line); W-Meta-Opus is cited as primary source 16+31 occurrences - Tools: + ToolSearch, mcp__github__{get_file_contents, list_pull_requests, get_commit, pull_request_read, list_commits, search_pull_requests} (cross-repo PR-merge claim verification is the role — exactly the gap that produced PP-12's false ndarray-PR-#147 drift) All three cards: model: opus (multi-source synthesis per Model Policy), read-only tools (no Edit/Write/MultiEdit — savants are auditors; writes happen on main thread after their verdicts). Both PP-14 and PP-15 independently flagged a meta-finding during prior-art reads: their own sibling docs (PP-13 brutally-honest-tester + codex-p1-anti-patterns) treat I-LEGACY-API-FEATURE-GATED as canonical when it is still pending PR #390 ratification. Captured as BAP6 / PD3 respectively; aggregation sweep deferred to sprint-13 W-G7 cleanup.

claude added 5 commits May 16, 2026 10:49

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impl(sprint-12/wave-G): 6 Sonnet + 1 Opus — D-CSV-5b/6b/13/15 + E-META-10 iron rule (sprint-12 grade B+)#390

impl(sprint-12/wave-G): 6 Sonnet + 1 Opus — D-CSV-5b/6b/13/15 + E-META-10 iron rule (sprint-12 grade B+)#390
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AdaWorldAPI commented May 16, 2026

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