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Kytos Observatory

Day 45 of 78 · Run #32 · 2026-10-03

byte-identical re-score of the champion's packaged .vcc — overall +0.12617 (rank 483/1299); scorer/panel stable across 11 days; supplies k027's canonical components

Overall score 0.126 · Perturbation discrimination (pds) 0.603 · +5 more

Strategyk027 artifact, byte-identical resubmit under a distinct model name
What’s next
Audit & metrics Overall score 0.126 · Perturbation discrimination (pds) 0.603 · +5 more + −

No audit flags.

Differential expression volcano plot (log2FC vs -log10 p)
Pre-registered hypotheses (1)
  • a byte-identical resubmit reproduces the champion score within scorer noise
Evidence Literature & entity enrichment + −

Literature

0 genes

Tavily · auxiliary, not scored

Literature pending — run tools/enrich_literature.py.

Field context

VCC / perturbation research

Field research pending — run tools/enrich_newsroom.py.

Biomedical NER

0 entities

Pioneer GLiNER2 · fine-tuned on Tavily literature when available · regex fallback offline

NER pending — run tools/pioneer_ner.py --train once, then tools/pioneer_ner.py --run experiments/<run-id>.

Narrative digest run digest · traces to facts.json + −

Narrative pending — run tools/render_narrative.py.

Trust & provenance Self-tests + reproduce command + −
🤖
Dr. Kytos Biological Observer Pipeline Execution Trace

6 pipeline steps · sourced from committed artifacts only

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cell_eval.score_perturbations()

No metrics CSVs found — run cell-eval and commit results.

✓
kytos.audit.evaluate_rules()

Ran 5 deterministic rules · 0 flags raised (none fired).

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tavily.search_literature()

Literature enrichment not yet run — execute tools/enrich_literature.py.

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pioneer.ner_extract_entities()

NER extraction not yet run — execute tools/pioneer_ner.py.

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narrative.synthesize_digest()

Narrative not yet generated — execute tools/render_narrative.py.

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verification.self_audit()

Verification artifacts not yet committed — run planted_signal.py, holo_audit.py, check_narrative.py.

PENDINGPlanted-signal self-testnot run yet

Run python tools/planted_signal.py --json …/verification/planted_signal.json.

PENDINGIndependent agent auditnot run yet

Run python tools/holo_audit.py --run experiments/<run-id>.

PENDINGNarrative grounding checknot run yet

Run python tools/check_narrative.py --run experiments/<run-id> after the digest is generated.