Live snapshot dashboard. Updated by session-closer at each session close and by
freshen on demand. The plan of record is docs/plan.md (v7 — Researcher-track reframe, §0).
- Phase: Researcher-track finding COMPLETE + fully vetted — NAB2→Th1/Th2→atopic eczema replicated (5-agent lab, unanimous PASS) and all confounders closed, incl. the DEFINITIVE STAT6 cis-check (authors' genome-wide DE: NAB2-KD leaves STAT6 unmoved → cis/shadow EXCLUDED). Verdict = genuine novel NAB2-specific regulator (nomination re causality).
- Active workstream: Submission → CS-native 3-min video (see the Working-target line below). Next session = capture + assemble + submit. (Manuscript + remaining-experiments gap analysis deferred — post-submission upside, not this week.) Prior finding state: CS proven to AUTHOR + run the LBD generator 100% live from scratch (micro-sweep) AND at full scale over all genes × 3 conditions (loose sweep: filter-safe, NAB2 reproduced Stim8hr-specific, 39 candidates in
CANDIDATES.md). NAB2 drug-target verdict: DepMap negative-for-cancer; GEO direction mining → association-backed NAB2-DOWN per-cell in lesional skin → knockdown likely backwards, NAB2 reads as a Th2 BRAKE → restore/UP-modulate (needs perturbation proof). Referee direction-label bug fixed (verdicts safe). Only unbuilt CS stretch = Stage 2. Demo/app/notebook remain the submission MVP. - Working target: submit by EOD Friday 2026-07-10 (operator out of town Sat–Mon; official deadline still 2026-07-13). Submission pivoted to a CS-native 3-min video; tonight banked all design + de-risk + a 2-round codex-debate hardening (spine held). Friday = pre-capture 4 required frames (blockers) → assemble → gate → submit. Streamlit app + prior demo video = fallback MVP. Assets:
docs/demo-video-pack/cs/+assets/. - Active thread: MANUSCRIPT for FRMA — revision MVP underway; manuscript now 23pp/0-errors. DONE this session: reframe (title → "Receipt-backed prioritization…"; top-line = prioritization + abstention + falsification; "calibrated"=language-only; CS→replicable-in-principle), 12q13 foregrounding (§4.4b, 3 mechanisms separated), C10 gate grid (
gate_grid.py+§4.1c), C2 hard negatives (hard_negatives.py+§4.2b, rebuts B1) — all run LOCALLY (repo code+cache, §19), cache-free. Next = the 4 figures (Fig 1/2 schematics HTML/SVG; Fig 3 NAB2 chain + Fig 4 sensitivity/permutation panel — render locally from committed JSON, or CS kernel). Remaining MVP strengtheners: C6 refinement (low value — Control 2 covers it), C3c positive control, C3a temporal. Submission stays fire-ready in parallel. - Active thread (2026-07-12 PM): manuscript-strengthening — 13-agent contribution/novelty audit + claims↔experiments reconciliation + anti-amnesia traceability ledger (
docs/CLAIMS_EVIDENCE_LEDGER.md) +docs/HACKATHON.md. G1 held-out eval (publish gate) FULLY DE-RISKED + spec-frozen (plan v3, codex-debate converged/repo-verified) + CS-driver health-check PASSED (drivable on port 8000). Next = BUILD G1 (codex-rescue against v3, run in CS). Verdict: do-not-publish-as-is until G1 measures the method; biology real+novel (NAB2→Th2), eczema an honestly-open 12q13 confounder. - Active thread (2026-07-12, autonomous): G1 held-out eval (publish gate) BUILT + RUN + INTEGRATED.
Codex sandbox-blocked → direct-wrote harness
src/arbiter/eval/(~950 LOC, 11/11 tests; read-only codex review caught + fixed the load-bearing bootstrap bug). Enumeration local (0 fail): 22,437 novel-at-2016 pairs, 5,570 positives (24.8%). Result = NULL at the pre-registered primary (C_broad +0.20 [−0.20,+0.65]; C_mech −0.15 [−0.35,+0.30];broad_null, robust k=3/5/pure-disjoint). Reported STRAIGHT in new §4.7 + Fig 5; §5.3b step-1 done; ledger updated; manuscript 34 pp, 0 errors. Closes the audit's central FATAL — the method is now MEASURED. Audit traildocs/g1-build-log_2026-07-12.md. Next = 9 honesty fixes / contribution reframe / optional CS metric-verify. - Active thread (2026-07-13): MANUSCRIPT FINALIZED. CS corroboration (blind, §4.7 + Fig 6) + 9 honesty
fixes + contribution reframe (finding-first Contributions block) + G3 EGR receipt (R5 closed) + self-praise
sweep + retitle (names Claude Science; "stress-testing" not "falsifying"). 36 pp, 6 figures, 0 errors.
Commits
a695c43→c802fd1, pushed. Next = REFERENCE VERIFICATION (no hallucinations + relevance; reuse LightsOut R01 skills + in-repotools/*.py). - Last updated: 2026-07-13 (manuscript finalized: CS corroboration + Fig 6 + honesty fixes + reframe + G3 + retitle; full-close)
- Deadline: 2026-07-13 (official EOD ET; operator personal stop 9:00 PM ET)
- Repo:
dayanjan/wayfinder(private; renamed from pyzobot-arbiter, history preserved; flip public viaSUBMIT_CHECKLIST.md— say "scrub and flip") - Claude Science: installed on WSL, driven headless via the
drive-claude-scienceskill (validated E2E, zero-click)
Milestones (judging aims: Demo 30% · Claude Use 25% · Impact 25% · Depth 20% — WEIGHTS UNVERIFIED, confirm on CV form)
| # | Milestone | Status |
|---|---|---|
| M0 | Repo scaffold + PM tooling | 🟢 done |
| M1 | Deterministic Validator (3-hop + KD-QC) proven on real genes | 🟢 done (built via Claude Science; docs/perturbseq-qc_2026-07-07/) |
| M2 | Receipt-backed YES / UNTESTED / REFUTED demonstrated (the moat) | 🟢 done (EGR2/GATA3 YES · IL2 UNTESTED · SLC1A5/CTLA4 REFUTED) |
| M3 | LBD question-proposer (generate untested questions → referee answers) | 🟢 done — v2 spec (debate-hardened) + fresh tool layer + full Stim8hr sweep; funnel 22,039→30 clean supported |
| M4 | Anchor lock + finding validation | 🟢 done — NAB2→Th1/Th2→atopic eczema replicated (5-agent lab, unanimous PASS: docs/replication/), STAT6+EGR+cis confounders stress-tested, source-paper-vetted → reframed as novel reproducible NOMINATION (disease link flagged) |
| M5 | Submission artifacts — evidence-chain notebook + Claude Science chain + demo video (+ interactive app) | 🟢 done — notebook (notebooks/); CS evidence chain (docs/claude-science-evidence-chain_2026-07-08/); 3-screen Streamlit workbench (app/) implementing a Claude co-design (via DesignSync); final demo video ~112s (ElevenLabs Brian + CC-BY music, gate PASS 94%; recipe docs/demo-video-pack/). Debate-hardened (2 × 3-round). Fallback MVP. |
Legend: 🟢 done · 🟡 in progress · 🔴 blocked · ⛔ off-track · ⚪ not started
None. (Claude Science entitlement + sandbox verified; endpoint does not block it.)
2026-07-13 — Session close (full-close): manuscript finalized — CS corroboration + honesty fixes + reframe + G3 + retitle
Interactive finalization on top of the G1 build. CS corroboration OBTAINED (blind, headless): after
root-causing the driver failure (home-page --url doesn't post on CS 0.1.16-dev → fix = drive an existing
frame URL, saved to auto-memory), CS reproduced the held-out eval exactly (points +0.20/−0.15, broad_null,
CIs concordant) → new §4.7 sentence + Fig 6 (local-vs-CS concordance) + ledger. 9 honesty fixes (5
applied: M6/M5/M7/B6/B7; 4 already resolved). Contribution reframe → the method is measured; added a
finding-first enumerated Contributions block in §1 (NAB2 novelty → method → measurement → reproducibility)
- "what we do not claim". G3 — frozen EGR-distinctness receipt (
egr_distinctness_results.json,opposition_confirmed=true; §4.3 leads with NAB1 paralog-opposition), ledger R5 → SUPPORTED-BY-EXP (last script-only gap closed). Self-praise sweep — removed ~13 "honest/candid/report straight" instances (a calibrated-language paper states results plainly). Retitle to foreground the hackathon platform: "Receipt-backed, self-auditing literature-based discovery in an agentic workbench (Claude Science): prioritizing and stress-testing Perturb-seq hypotheses" ("stress-testing" not "falsifying" — avoids negative + fabrication misread). Manuscript 36 pp, 6 figures, 0 errors, 4-pass clean. Commitsa695c43→c802fd1, all pushed. Next = reference verification (no hallucinations + relevance; reuse LightsOut R01 skills + in-repotools/*.py).
2026-07-12 (autonomous) — Session close (full-close): G1 held-out eval BUILT + RUN + INTEGRATED → publish-gate FATAL closed
Autonomous day-session (operator out; "do as much as possible, brainstorm Claude↔Codex, get CS to do the planned
work, record everything auditably; stay on mission — a proper manuscript"). Built, ran, integrated G1 (the
time-sliced held-out evaluation = the manuscript's publish gate). Recon resolved frame = full A×C=47,220
novel-at-2016 (Wayfinder ranks the whole frame; gate = ranking signal). Codex delegation blocked (Windows
0.144.1 sandbox bug split writable root sets; danger-full-access classifier-denied; config fix operator-gated
w/ operator out) → direct-wrote the harness src/arbiter/eval/{fetch,enumerate_frame,rankers,metrics,run_eval}
sources.cooccur_count_asof(~950 LOC, 11/11 unit tests). Read-onlycodex reviewworks despite the write-sandbox bug — caught the load-bearing bug (two-way cluster bootstrap resampling per-pair → too-narrow CIs)- 2 more; all fixed before any result. Enumeration local (cached/concurrent, 0 failures): 22,437 novel-at-2016
pairs, 5,570 positives (24.8%). Metrics → NULL at the pre-registered primary: C_broad (Wayfinder−lit-rarity)
+0.20 [−0.20,+0.65]; C_mech (Wayfinder−disease-hop-only) −0.15 [−0.35,+0.30]; joint
broad_null, robust across k=3/k=5/pure-disjoint. Wayfinder best on secondary p@5 (0.80) + MAP (0.287) but NOT the primary; disease-hop-only matches/beats it at p@20 — the measured face of §4.1b's substrate-inherited stringency. Integrated as new §4.7 + Fig 5 (reported STRAIGHT), §4 intro six→seven, §5.3b step-1 future→done, ledger central-item updated; manuscript compiles clean 32→34 pp, 0 errors. Closes the audit's central FATAL — the method is now measured. Commits8858d67→a3f3141, all pushed. Audit trail:docs/g1-build-log_2026-07-12.md. CS metric-verification deferred (limited marginal value for a null already backed by committed manifest + codex code-review + tests).
2026-07-12 (PM) — Session close (full-close): contribution audit + claims-vs-experiments reconciliation + traceability + G1 de-risk/debate/CS-health
A 13-agent mixed-model (Claude+Codex) contribution/novelty audit (docs/reviews/contribution-novelty-audit_2026-07-12/, VERDICT.md) → do-not-publish as-is: method novel-but-narrow AND unevaluated (the FATAL); uncited evaluated near-neighbors Popper(2502.09858)/VERITAS(2604.12144). Operator flagged the lit-audit never opened the CS experiments → claims↔experiments reconciliation (docs/claims-vs-experiments_2026-07-12/, RECONCILIATION.md + 6 primary-artifact recon): experiments RESCUE the biology (STAT6 mistaken-identity RETRACTED — 2 of 3 confounder channels experimentally CLOSED; only 12q13 disease-label open), CONFIRM the eval gap, surface 9 honesty fixes. Built the anti-amnesia CLAIMS_EVIDENCE_LEDGER + protocol (CLAUDE.md/NEXT_SESSION/MEMORY/lessons/auto-memory) + HACKATHON.md. G1 held-out eval de-risked (as-of-T windowing verified; ~1,469 positives → GO Option A), plan v3 codex-debate-hardened (3-round repo-read, converged, no sanding, 13→0), CS-driver health-check PASSED (port 8000). Commits e626b4c→4952c9a, pushed. Next = build G1.
2026-07-11 (overnight, autonomous) — Session close (full-close): manuscript figures + research + review-hardening
Operator handed the manuscript to an unattended overnight run and slept. Delivered a submission-ready draft.
Figures: built 4 deterministic figures (figures/make_figures.py, from the committed analysis JSON) —
architecture (construction-vs-referee separated), funnel+ledger, diagnostics panel (Control 1/2 + C10 gate
grid + C2 hard negatives + rank stability), NAB2 4-hop hero chain — wired with captions; 23pp→32pp, 0 errors.
(Rendered locally, not in Claude Science: CS driver port-mismatched/fragile, and the numbers were already
CS-verified in a prior session.) Research (3 background agents → verified sources): new §2.4 Related
approaches (honest positioning vs AI co-scientist / Robin+PaperQA2 / SciAgents / Coscientist / The AI
Scientist + "Plausibility Is Not Prediction"), new §5.3b evidence-strengthening program; ~28 DOI-verified
references (all resolution-checked). Load-bearing genomics fix: "NAB2 ~1.9 kb from STAT6" was WRONG —
Ensembl GRCh38 shows convergent tail-to-tail neighbours (3′ ends overlap ~72 bp, promoters ~43 kb apart);
corrected everywhere and used to strengthen the cis-argument. Critical review: 4 Claude agents
(referee / immunology+genetics / LBD-methods / statistics) + Codex adversarial → all P0s (funnel 43-not-44
matching Fig 2; 395/406 + 2,430/1,914 reconciliations) + P1s fixed; then a final repo-read Codex debate
(8/10 RESOLVED; scoped the STAT6 "falsify"→"no detectable expression-level cis-effect"; the "bib corruption"
finding was a verified FALSE POSITIVE — proper UTF-8, Codex terminal mojibake). Codex: submission-defensible
on its own terms. Committed+pushed 62bb929. Review records in docs/reviews/. Deliverable to read:
docs/manuscript/latex/main.pdf. Next = read it → Frontiers formatting, or an offline strengthener.
Executed the first four slices of the converged revision roadmap; 4 tested commits (cde28b2→676fead),
all pushed; manuscript 21pp→23pp, 0 errors. Reframe (cde28b2): retitled → "Receipt-backed
prioritization for literature-based discovery using Perturb-seq evidence"; top-line everywhere →
prioritization + abstention (untested) + falsification (refuted) diagnostics; "adjudicate" softened
except QC+effect hops; "calibrated" reserved for LANGUAGE only; CS reproducibility →
replicable-in-principle (UI-dependent); self-audit = language-hygiene not epistemic verification;
construction-vs-referee split sharpened (§3.3); quick fixes (abstract split, −16.9/−16.88, 2025-preprint).
12q13 foregrounding (24cefad): new §4.4b separates the 3 mechanisms — STAT6-cis falsified (§4.4),
cluster-membership rejected (§4.6), GWAS-label LD-inheritance = cannot discharge (foregrounded as the
flagship's key open question); §4 intro + §5.3 cross-ref. C10 gate grid (0b612d5,
docs/manuscript/analysis/gate_grid.py + §4.1c): 27-cell ab_gate_pct×min_bc×tau; verdict+score
gate-independent → 47,220-pair census once + set arithmetic; default reproduces 30/rank-4; NAB2×eczema rank
{1,4,5} med 4, verdict invariant, survives 18/27 (misses = exactly pct=0.75, near-novelty at the literature
floor); Jaccard med 0.41. C2 hard negatives (676fead, hard_negatives.py + §4.2b): rebuts
reviewer B1 — Panel A (all 11,415 perturbed genes) own-edge cull 16.9% (~all QC-untested; effect gate
lenient), Panel B (frozen curated-association top-50/disease = 600) 15.7% own-hop cull vs 67.3%
substrate-inherited disease-hop cull, 17.0% supported; hard negatives incl. IL36RN×psoriasis (0.82),
TREX1×lupus, PADI4×RA — all UNTESTED. All analyses LOCAL (repo code+cache, doctrine §19), cache-free
(gate_grid measured +39 cached ac_lit lookups). Tree clean. Next = the 4 figures.
2026-07-11 — Session close (full-close): full draft in LaTeX + citations + converged revision roadmap
Big session. Drafted §4 Results (~1,900w) with a cache-free sensitivity panel (Control 1 QC 2,430→
untested; Control 2 label-shuffle 406/47,220 vs 467.7±10.9 → substrate-inherited stringency, lower-tail
p≈5e-4; Control 3 NAB2 rank 1–8) reproduced byte-identical in Claude Science (delta-0, Reviewer-verified);
3-round §4 codex-debate converged (10→1→1). Drafted §5 + Abstract → full §1–§5 arc. Ported the LightsOut
citation stack (tools/ + new semantic_scholar.py); references.bib 4→12 (CrossRef/S2-resolved,
live-audited tier=OK, pushed to Zotero, 12 in-sync), wired \cite into the .tex. Built the LaTeX
manuscript (LightsOut approach, docs/manuscript/latex/) → 21-page PDF, 12 refs, 0 errors. Visual
inspection caught + fixed the equation margin-bleed (verbatim→amsmath display) and colored→black headings.
Processed two Major-Revision referee reviews → consolidated dossier (22-item register) + resource-
tagged revision roadmap, hardened by a 3-round codex-debate that CONVERGED (R1→R2→R3, 8→6→0) — top-line
reframed to "receipt-backed prioritization + abstention + falsification diagnostics". Upgraded Codex
0.141.0→0.144.1; default model gpt-5.5→gpt-5.6-sol (fixes large-artifact confabulation). ~15 commits
2166257→94a40ea, all pushed. Next = execute the revision MVP. Tree clean.
Started the manuscript (new thread). Confirmed the template is Henry, Wijesinghe, Myers, McInnes 2021
(FRMA 6:644728 — the operator's own LBD lineage). Locked: FRMA venue · agentic-loop headline · ledger+NAB2-hero
demo · Wayfinder = an APPROACH not a product (swept through outline+§1) · title "Closing the loop on
literature-based discovery: receipt-backed adjudication of machine-generated hypotheses against Perturb-seq
data." Outline (docs/manuscript/OUTLINE.md v1.2) hardened by a 3-round repo-read codex-debate
(10→5→1, converged) — resolved the dataset DOI → 10.64898/2025.12.23.696273 (Crossref; 10.1101 is a 404;
fixed references/README), dropped CTLA4 from the ledger (mis-sourced), repointed the claim inventory to
primary JSON. Drafted §1 Intro / §2 Background / §3 Materials & Methods — §3.4 carries the no-API →
headless-UI-automation-from-Claude-Code methods element. CS actor-critic review (dogfood, drove CS
headless): 16/18 claims MATCH, 0 mismatch. 3-round prose codex-debate (14→4→0, converged, zero sanding)
— caught F-004, a real factual error: ac_known is the Open Targets overall score, not "genetic" (Codex
read sources.py). Folded in operator edits (Cheng 2020 in-vivo cite; softened R01 framing; NAB2 RNA-seq-vs-
genetic resolved). 5 commits ec68a23→a2d125e, all pushed. Reviews under docs/reviews/. Next = §4
Results (honor: label-shuffle null distribution + rank-stability sensitivity). Tree clean.
Recreated the demo video in the operator's cloned ElevenLabs voice + music (2:52, gate PASS 96%). Ran a
6-agent independent judging panel (~8/10, unanimous "likely top-6") then a 2-round frame-grounded
codex-debate — Codex "watched" a 12-frame storyboard via -i (multimodal on images; audio boundary flagged)
→ runtime-discipline re-scope; records in docs/reviews/{judging-panel,codex-debate}_cs-native-video_2026-07-10.md
EDIT_PLAN. Verified the STAT6-cis claim (authors' own deposited genome-wide DE, lazy S3 read). Renamed PyZoBot Arbiter → Wayfinder. Rewrote judge-facing README + summary + builder bio; Tier-0 integrity (purged "validated", Th1→Th2 label, license wording). Full video re-cut v4 (IL2 cold-open, Wayfinder cards + credit, spoken name, split disease-label + de-number, new STAT6 callout, plain captions). GitHub repo renameddayanjan/wayfinder(PRIVATE, history preserved). StagedSUBMIT_CHECKLIST.md+submission-fire-readymemory → say "scrub and flip" to submit. Next thread: manuscript in Claude Science (templatereferences/frma-06-644728.pdf). Housekeeping committed; tree clean.
2026-07-09 19:12 — Session close (full-close): submission pivoted to CS-native video + full de-risk + codex-debate
Interactive evening session. Pivoted the submission to a CS-native 3-minute video (skip the Streamlit
app in the cut; app stays as fallback MVP). New spine: when you don't know what to ask, use LBD to surface
the data's implicit hypotheses — built directly in Claude Science; the library and the lab on one bench.
Deadline pulled to EOD Friday 2026-07-10 (out of town Sat–Mon). Banked ALL of: spine + narration +
6-beat sheet + 100–180w summary; dataset attribution corrected to the Marson lab (Zhu, Dann, … Marson;
bioRxiv doi:10.64898/2025.12.23.696273), citation locked; 3 QA'd 1920×1080 HTML assets (Swanson ABC
dual-scene graphic + two-floods + feature-matrix slides); capture path de-risked (Playwright + saved CS
auth → screenshot + video) and all 4 target CS conversations opened → verified per-beat money-shot
sources + frame URLs + two gotchas (opens-at-bottom, wheel-no-scroll → open receipt artifact) in
cs/CAPTURE_PLAN.md; CS-native demo pack cs/{demo.config,narration,scenes}.mjs + README.md +
CAPTURE_PLAN.md (harness drives CS via STORAGE_STATE=cs_state.json; screen-only gate PASS; syntax-clean);
2-round repo-read codex-debate (--preserve-intent) → spine held (no sanding), fixed 2 P0s (money-shot
receipts = release blockers; live-vs-cached explicit on-screen), made the confident NO visible, tightened
calibration — ALL accepted fixes applied to the runnable artifacts. Record:
docs/reviews/codex-debate_cs-native-video-plan_2026-07-09.md. Friday = pre-capture 4 required frames
(blockers) → run.mjs --stage=all → gate → mux → repo public + scrub → submit. All committed + pushed
(49f9453). Tree clean.
Two threads. A (CS instrument): (1) live from-scratch micro-sweep — CS authored its OWN LBD generator
and ran it 100% live (liveness independently re-verified); (2) calibration probe (~1.29 s/call, throttle-free);
(3) full 100%-live loose sweep all 3 conditions, 9,557 live calls — program-sig filter SAFE, NAB2→eczema
reproduced digit-for-digit (Stim8hr rank 4, Stim8hr-SPECIFIC), 39 candidate nominations (34/39 timepoint-
specific), CANDIDATES.md; (4) fixed an inverted Th1/Th2 direction label in the referee (marker-validated;
verdicts unaffected — NAB2 is correctly Th2-associated). B (NAB2 target/direction): DepMap =
negative-for-cancer-target (non-contradictory); GEO direction mining via a 3-round live-verified
codex-debate (11→10→0) → executed 4 arms + STAT6 → NO-CALL; then ARM-D scRNA resolved the composition
confound → association-backed NAB2-DOWN per-cell in lesional skin (keratinocyte/T-NK) → topical KNOCKDOWN
likely BACKWARDS; NAB2 = Th2 BRAKE lost in disease → restore/UP-modulate (ceiling: perturbation proof needed).
All committed + pushed. Next: manuscript assembly + remaining-experiments gap analysis.
2026-07-09 07:20 — Session close (full-close): full pipeline reproduced natively in Claude Science (MVP Stage 0/1/3/5)
Implemented the solidified plan's §9 runnable checklist; Claude drove CS headless + verified-from-DB, Codex
brainstormed + honesty-eval'd. Stage 0 (feasibility) — one driven run proved all four external paths from
the kernel: Europe PMC GET ("NAB2" AND "atopic eczema"→6), OT GraphQL POST (asthma→7403), anon S3
lazy read of the 16.8 GB DE matrix opens headless, no download (self-healed a proxy 403 via virtual
addressing), 24 mcp-* connectors → resolved the open question: Stage 3 native, no fallback. Stage 1
(generation) — Codex settled the fork → Strategy B; staged the real arbiter.lbd package + 4,675-response
cache into a repo-shaped /home/dayanjan/pyzobot-cs-stage1; ran propose.sweep() unchanged under a
pure-replay guard (cache 4685→4685, delta 0) → funnel 3935/22039/43/30, ab_gate 26, NAB2→atopic
eczema rank 4 (ab66/bc2184/ac_lit6/effect301/score −1.137/supported), all 16 checks ✅. Stage 3
(falsification) — native anon-s3fs+h5py lazy read → STAT6 +0.0870/adj_p 0.7884 UNMOVED, NAB2 self
−3.0783 → cis-artifact refuted. Stage 5 (provenance) — OPERON (Opus 4.8) wrote the HOP-0→3 receipt
chain; 3 Sonnet-5 Reviewer frames verified every number AND flagged "validated"/"definitive" (calibrated-
language), both fixed — the falsification thesis live in an independent product; verification_checks
populated. Archived 16 artifacts + provenance to docs/cs-full-pipeline_2026-07-09/ (~$6.41). A closing codex
honesty-eval → SHIP-WITH-EDITS (title scope, drop "definitive", soften "genuinely NAB2's", fix a cost
typo), all applied. Next: decide whether to surface this in the submission (notebook/app/demo) or keep as a
depth artifact; Stage 2 confounder checks are the only unbuilt stretch.
2026-07-09 06:15 — Session close (full-close): pipeline↔CS mapping + native tracer + solidified plan
Continued the CS deep-dive into an exploitation plan. (1) 3-agent exhaustive reconstruction of the full
LBD→NAB2 pipeline (30 steps) + per-step Claude Science feasibility → docs/pipeline-inventory-and-cs-mapping_2026-07-09.md
(~25/30 CS-native; the one gap = cross-model/Codex independence). (2) LBD methods explainer / manuscript
seed → docs/lbd-methods-explainer.md. (3) CS TRACER — drove CS to write its own 4-hop referee over
the raw tables and reproduce the NAB2 finding digit-for-digit natively (gate 2/2 1e-16; effect −16.88/301;
Ota z 7.708; eczema clusters 90&100 OR 3.899/3.43) + IL2 untested hero + SLC1A5 refuted; CS self-audited
unprompted → docs/cs-capability-tests_2026-07-08/tracer-artifacts/. (4) full-pipeline-in-CS plan → SHIP
via a 3-round repo-read codex-debate (11→8→0) → docs/plans/full-pipeline-in-cs-plan_2026-07-09.md (v3) +
docs/reviews/codex-debate_full-pipeline-cs_2026-07-09/. Architecture decided: CS = instrument (generation →
referee → provenance); Codex = external cross-model auditor. Prior commit c243840 landed explainer+inventory+tracer.
Next: implement the plan's §9 checklist in CS (Stage 0→1→3→5).
2026-07-08 (overnight, autonomous) — Claude Science capability deep-dive (mine → brainstorm → verify)
Executed the prior handoff's "deeper dive into Claude Science" as a 4-phase autonomous run:
(1) 5-agent parallel pass over the 2026-07-08 CS product-demo transcript → [DEMO] capability catalog +
testable inventory (docs/claude-science-demo-findings_2026-07-08.md; main capabilities doc updated).
(2) 2-round repo-read codex-debate turned the inventory into an executable test plan and surfaced
the load-bearing discovery: operon-cli.db is CS's readable audit/receipt store
(docs/claude-science-test-plan_2026-07-08.md). (3) Drove our own CS install headlessly (hardened
cs-drive.js) and verified capabilities from the DB + artifacts (drive-then-verify, doctrine §19),
docs/cs-capability-tests_2026-07-08/RESULTS.md. Confirmed live: actor-critic (OPERON Opus 4.8 +
Reviewer Sonnet 5 ×3 checkpoints) with the Reviewer catching a planted count inconsistency (FAIL) —
our falsification thesis, in an independent product; host.mcp batched DB lookup → real Ensembl IDs;
host.llm_batch inline sampling (Haiku 4.5); persistent kernel + Python↔R + self-sight all PASS;
host.delegate gated behind a Delegation toggle. (4) Memory + handoff updated; new docs uncommitted.
Next: exploit CS for the finding/product — top pick a referee-inside-CS tracer. See memory/NEXT_SESSION.md.
2026-07-08 18:02 — Session close (full-close): M5 SHIPPED IN FULL (notebook + CS chain + app + demo video)
Built all three M5 artifacts. (1) Executable evidence-chain notebook (notebooks/) — imports the
vetted arbiter.lbd modules, recomputes every headline number live, outputs baked. (2) Claude Science
evidence chain (docs/claude-science-evidence-chain_2026-07-08/) — drove CS headless on only the 4
tables + the question; it reached the identical receipt-backed verdict, weakened the STAT6 cis-artifact
by all 3 in-data checks, and emitted a 6-panel figure. (3) A 3-screen Streamlit "Researcher's
Workbench" (app/streamlit_app.py: Referee / Hypothesis Engine / Claude Science) implementing a
Claude co-design imported via the DesignSync integration; all screens preflight-green
(screen-only Playwright smokes). Then the final demo video (~112s): falsification-first arc,
ElevenLabs "Brian" narration, "Deliberate Thought" (Kevin MacLeod, CC-BY) music bed; transcription gate
PASS 94% with music. Recipe checked in at docs/demo-video-pack/; MP4/MP3 out-of-band (.tmp/, now
gitignored). Two 3-round repo-read codex-debates (demo-video + workbench plans; both converged,
preserve-intent passed). Track reframed to "Researcher who also builds" across CLAUDE/AGENTS/README/
plan. The demo + app are the fallback MVP. Next = a deeper Claude Science dive driven by today's
product-demo transcript.
Preserved the full raw provenance trail (docs/provenance/, 52 artifacts, abstracts stripped,
secret-scanned). Ran the definitive STAT6 cis-artifact check against the authors' deposited
genome-wide DE (GWCD4i.DE_stats.h5ad, read lazily via h5py+s3fs from the public S3 — no download):
NAB2 knockdown leaves STAT6 unmoved (log2FC +0.09, p 0.79) → cis/shadow confounder DEFINITIVELY
EXCLUDED; verdict upgraded to a genuine novel NAB2-specific regulator. Decided M5 submission format:
executable evidence-chain Jupyter notebook (single source of truth) + Claude Science evidence
chain (reasoning layer) + 3-min demo video — to be built in a fresh session. Tree clean.
After the finding landed, hardened it against every challenge. Independent literature audit
(4-agent team via new src/arbiter/lit/): NAB2→Th1/Th2 and NAB2→atopic eczema BOTH novel (0 papers);
surfaced the STAT6-adjacency confounder. In-data confounder checks (docs/nab2_stat6_confounder_ check.py, docs/nab2_egr_mechanism_check.py): STAT6-locus and EGR-mediation both argued-against.
5-agent independent replication (3 Opus + 2 Codex, 2 clean-room re-impls; docs/replication/ +
docs/replication_report_2026-07-08.md): UNANIMOUS PASS — every number reproduced; caught+fixed a
cluster-ID bug (74→90/100), a stat overstatement (8×→3× on z), and reframed the arguments.
Source-paper read (docs/source_paper_read_eczema_2026-07-08.md): paper never mentions NAB2
(novelty confirmed); disease labels are Open Targets GWAS-genetic (LD-susceptible, no coloc control);
sharpest concern = CRISPRi cis-artifact — tested (docs/nab2_cis_artifact_check.py): NAB2 & STAT6
don't co-cluster + NAB2 reproducible (cross-guide/donor R 0.74) → argues against cis (definitive
NAB2-KD→STAT6-mRNA check needs deposited DE matrix). Reframed to a novel, reproducible NOMINATION
with the disease link FLAGGED. Source paper in references/ (gitignored); analysis repo
github.com/emdann/GWT_perturbseq_analysis_2025 recorded. ~14 commits.
Hardened the LBD spec v1→v2 via a 3-round repo-read codex-debate (9→3→0 findings, build-ready)
and an independent Fable-5 read. Authored the fresh tool layer (src/arbiter/lbd/:
entity_maps, _http, sources, entities, referee_triple, cooccur, propose, verify_disease_ids) —
new-work-only, all verified live. Disease→id map resolved authoritatively (Open Targets/OLS4 →
MONDO not EFO; caught before it silently broke novelty). referee_triple = thin exact-disease
adapter (F-001/F-012), verified discriminating. A Codex code consult found the scoring rewarded
obscurity + a full-chain bug; both fixed. Full Stim8hr sweep: 22,039 candidate questions →
30 clean full-chain referee-supported. Headline finding NAB2 → Th1/Th2 → atopic eczema
(near-novel ac_lit=6, receipt-backed, Codex-vetted keep-with-caveat). 5 commits; finding writeup at
docs/lbd_finding_nab2_2026-07-08.md; process log docs/lbd-build-log.md.
Pulled session-lifecycle skills (session-start, session-closer, freshen,
atomic-planner) from the sibling generator/Halcyon repos; instantiated the
memory/ scaffold, MEMORY.md, this dashboard, and migrated the handoff to
memory/NEXT_SESSION.md. Product work not yet started.
Verified the .env Anthropic key is active (models 200 + minimal messages 200).
Created private GitHub repo dayanjan/pyzobot-arbiter, gitignored the local
01-hackaton details/ folder, and pushed both commits. Secrets/data confirmed
absent from remote history. M0 complete; next up is M1 (deterministic Validator).
Huge session. Committed to the Researcher track (plan v7). Installed Claude Science on WSL
(paste-only, no-password; sandbox verified on the managed laptop; entitlement confirmed) and built
a reusable drive-claude-science skill to drive it fully headless via Playwright — validated
end-to-end zero-click on a fresh project (auto-approves cards). Through it, built the referee /
Validator (3-hop + KD-QC gate) and demonstrated YES / UNTESTED / REFUTED with real receipts;
batch-ranked 602 genes for anchor candidates. Researched Claude Science exhaustively (4 agents + live
UI) → curated capability reference (docs/claude-science-capabilities.md + HTML + Artifact + a
Wednesday reminder). Reframed the project's strategic heart: LBD generates the questions, Claude
Science + data answers them — specced at docs/lbd-proposer-spec.md. All committed + pushed.