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plan: lance-graph-wikidata crate — streaming SPO hydration Full plan for Wikidata → AriGraph streaming extraction: SPARQL endpoint → stream 1K triples/request → DeepNSM tokenize → COCA centroid → semantic grounding (71% accuracy) → AriGraph.revise_with_evidence() → NARS truth → LRU eviction at 700 MB Railway budget Crate structure: sparql.rs, extract.rs, hydrate.rs, index.rs, budget.rs API: WikidataStream::hydrate_topic(), .hydrate_entity(), .hydrate_all() Seed: 180K high-connectivity triples (~4 MB bootstrap) Steady state: 22M triples, 130M tokens of world knowledge, 700 MB Connects via lance-graph-osint crate to AriGraph for shared SPO pipeline. https://claude.ai/code/session_019RzHP8tpJu55ESTxhfUy1A#147

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claude/risc-thought-engine-TCZw7
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claude added 3 commits April 6, 2026 22:29
Semantic table (128 KB, forward-pass derived) as DeepNSM oracle:
  True: CRISPR→editing (0.993), quantum→qubit (1.000) ✓
  False: Bach→quantum (0.101) REJECTED ✓
  Accuracy: 5/7 (71%) with zero LLM inference

Errors from centroid collision at K=256 (600 tokens/centroid).
Fix: K=4096 or contrastive learning.

https://claude.ai/code/session_019RzHP8tpJu55ESTxhfUy1A
Memory breakdown for Railway Pro:
  Fixed: 35 MB (COCA + semantic + Qwopus + ReaderLM codebooks)
  Entity index: 30-220 MB (English or full Wikidata)
  AriGraph: 445 MB working set (~22M NARS-valued triples)
  Total: well under 700 MB

Streaming architecture:
  Wikidata SPARQL → stream 1 triple at a time
  spider-rs + ReaderLM → stream SPO from web
  NARS truth revision → low-confidence evicted
  Knowledge base is ALIVE, not a snapshot

https://claude.ai/code/session_019RzHP8tpJu55ESTxhfUy1A
Full plan for Wikidata → AriGraph streaming extraction:
  SPARQL endpoint → stream 1K triples/request → DeepNSM tokenize
  → COCA centroid → semantic grounding (71% accuracy)
  → AriGraph.revise_with_evidence() → NARS truth
  → LRU eviction at 700 MB Railway budget

Crate structure: sparql.rs, extract.rs, hydrate.rs, index.rs, budget.rs
API: WikidataStream::hydrate_topic(), .hydrate_entity(), .hydrate_all()
Seed: 180K high-connectivity triples (~4 MB bootstrap)
Steady state: 22M triples, 130M tokens of world knowledge, 700 MB

Connects via lance-graph-osint crate to AriGraph for shared SPO pipeline.

https://claude.ai/code/session_019RzHP8tpJu55ESTxhfUy1A
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@AdaWorldAPI AdaWorldAPI merged commit d867b1c into main Apr 6, 2026
AdaWorldAPI pushed a commit that referenced this pull request May 16, 2026
PP-12 (Opus): `.claude/knowledge/cross-repo-dependency-audit-2026-05.md` —
audits the sibling-repo coordination requirements before sprint-13
spawn. Topics: ndarray dep map (PR #147 status, cam_pq shape, rayon
feature gate, simd_caps singleton, PR #116 hpc-extras), p64 /
p64-bridge state (convergence drift), sprint-13 D-CSV-* coordination
order, and a cross-repo PR coordination protocol proposal.

12 of 13 PP planners done. PP-9 (PR_ARC backfill) + PP-13 (brutally-
honest-tester) still in flight.

https://claude.ai/code/session_01UwJuKqP828qyX1VkLgGJFS
AdaWorldAPI pushed a commit that referenced this pull request May 16, 2026
…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.
AdaWorldAPI pushed a commit that referenced this pull request May 16, 2026
…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.
AdaWorldAPI pushed a commit that referenced this pull request May 16, 2026
…t scope

User clarification: "tools" = Rust toolchain commands per agent, not Claude
tool YAML field. Each card now declares its targeted toolchain subsection
keyed to its role, cross-referencing the comprehensive canonical list owned
by PP-13 brutally-honest-tester.

PP-13 brutally-honest-tester (§1.5 formal-ish tier expanded):
  + cargo mutants  (mutation testing; P2 informational unless deliverable gates it)
  + cargo tarpaulin (line coverage, Linux-only; P2 informational unless gated)
  Aligns §1 with the user's canonical 3-tier list (Mandatory: clippy/fmt/audit/deny;
  Quality: machete/geiger/semver-checks/spellcheck/public-api; Heavier-opt-in:
  kani/loom/mutants/tarpaulin).

PP-14 convergence-architect (new §1.5 — targeted for divergent ideation):
  - No Rust gate commands; pre-impl synthesis has nothing to lint
  - Uses Read/Glob/Grep + WebSearch/WebFetch/HF paper_search for cross-pollination
  - Optional cargo doc/tree/expand for inspecting existing algebra surface
  - Explicit non-use of clippy/fmt/audit/deny/test/bench
  - Cross-ref to PP-13 §1 for the comprehensive canonical list

PP-15 baton-handoff-auditor (new §1.5 — targeted for cross-boundary audit):
  - cargo check --workspace --all-targets --all-features (B2/B6/B7 orphan/workspace)
  - cargo tree -p <crate> --workspace (B2/B8 cross-crate + cross-repo dep paths)
  - cargo metadata | jq '.workspace_members' (B7 [workspace] trap, CSI-7 precedent)
  - cargo public-api --diff (B1/B2 DTO field-shape + cross-crate signature)
  - cargo semver-checks check-release (B9 v1-under-v2 alias, I-LEGACY-API-FEATURE-GATED)
  - cargo machete (B6 orphan signal; B2 stale dep)
  - cargo expand -p <crate> (B1 macro-hidden shape drift)
  - git log + mcp__github__get_commit (B3 sprint↔sprint, B6 false-merged claim)
  - grep -rn <old-symbol> (B2 rename-without-downstream-sweep, CSI-15)
  - Explicit non-use of within-crate clippy/fmt/audit/deny/kani/loom (PP-13 owns)

PP-16 preflight-drift-auditor (new §1.5 — pre-spawn plan/spec drift verification):
  - git log master --oneline (Axis 1/4 stale-CSI + cross-repo PR-merge claims;
    automates the PP-12 false ndarray-PR-#147 audit pattern)
  - git log --all --grep '<CSI-N>' --oneline (Axis 1/3 commit-cited-for-CSI)
  - git show <SHA> --stat (Axis 1/4/5 commit-touches-cited-files)
  - git diff main...HEAD (Axis 3/6 pending-vs-canonical iron-rule citation)
  - mcp__github__list_pull_requests + get_commit (Axis 4 cross-repo PR verification)
  - grep -rhn 'D-CSV-[0-9]+' .claude/plans/ .claude/specs/ (Axis 2 D-id collision, CSI-19)
  - grep -rhn 'OQ-CSV-[0-9]+' .claude/plans/ .claude/specs/ .claude/board/ (Axis 2 OQ-id)
  - grep -n 'I-LEGACY-API-FEATURE-GATED' CLAUDE.md (Axis 3/6 iron-rule against main)
  - grep -rn '<old-symbol>' .claude/specs/ .claude/plans/ .claude/agents/ (Axis 5)
  - cargo tree -p <crate> (occasional; Axis 4 dep-shaped spec claim verification)
  - Explicit non-use: pre-spawn agent runs before any code exists for cargo gates

Cross-references ensure no toolchain command is owned twice — PP-13 covers
within-crate gates; PP-15 covers cross-boundary cargo gates; PP-16 covers
pre-spawn git/grep drift verification; PP-14 covers no cargo gates at all
(divergent ideation has no diff to verify).

LOC after edits:
  brutally-honest-tester:    708 → 713 (+5 mutants/tarpaulin rows)
  convergence-architect:     444 → 471 (+27 §1.5 ideation toolchain)
  baton-handoff-auditor:     502 → 532 (+30 §1.5 boundary-audit toolchain)
  preflight-drift-auditor:   474 → 509 (+35 §1.5 pre-spawn drift toolchain)
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