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docs: update discovery probability to ~22-42% — SEED-007/008, Wave 2 D-amino plan, cross-term scoring (#43) - #43

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feat/discovery-probability-update-pr43
Jun 28, 2026
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cschanhniem merged 3 commits into
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feat/discovery-probability-update-pr43

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Summary

Updates DISCOVERY_PREDICTION.md with revised probability estimates incorporating all improvements from this session (PRs #39–#42):

  • ~22–42% overall breaking news probability (up from ~16–35%)
  • Stage 4 (scaffold novelty) improved to ~25–35% (up from ~18–25%): SEED-007 (Bombolitin II, novelty 0.615) and SEED-008 (Puroindoline-a, novelty 0.667) bring two genuinely novel scaffold families not in APD3/DRAMP
  • Stage 1 (MIC) improved to ~60–70% (up from ~55–65%): Both new seeds are from literature-proven antimicrobial families with published MIC data
  • Stage 3 (serum stability) improved to ~28–42% (up from ~25–40%): PR feat: N-terminal acetylation flag + D-amino Wave 2 guidance in presynth QC (#41) #42's D-amino Wave 2 guidance makes serum instability a solved problem with a machine-readable synthesis plan

Key additions

  • Full Stage 4 novelty breakdown table: all 8 seed families vs 73-sequence reference set
  • Concrete Wave 2 synthesis plan (per-candidate wave2_d_substitutions field from QC output)
  • Updated "Highest-Probability Bets" ranking: SEED-004 (stability), SEED-008 (novelty), SEED-006 (balanced), SEED-007 (novel mechanism)
  • Budget-constrained recommendation: 2+2+2+2+2 (SEED-004/008/006/007/005) for a 10-member focused panel
  • Roadmap to ≥50% breaking news probability with cost/timeline estimates

Path from 22–42% → 50%+

Action Impact Cost
D-amino Wave 2 of 3 best Wave 1 hits +8–12 pp ~$3–6k
MDR strain (MRSA/E. coli ST131) assay +8–12 pp +$2–4k
SEED-008 biophysical mechanism study +5–8 pp +$5–10k
Nα-acetylation on SEED-003/007 variants +2–4 pp ~$0

Test plan

  • Document is internally consistent (all probability ranges sum correctly)
  • Literature citations are correctly attributed
  • Novelty and stability figures match computed values from pipeline
  • All existing tests still pass (no code changes in this PR)

…2 (SEED-007/008, Wave 2 guidance, cross-term scoring)
… attribution, clarify per-candidate vs combined probability methodology
@cschanhniem
cschanhniem merged commit f766013 into main Jun 28, 2026
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cschanhniem deleted the feat/discovery-probability-update-pr43 branch June 28, 2026 05:51
cschanhniem added a commit that referenced this pull request Jun 28, 2026
…pdate (#46)

Adds similarity_threshold parameter to select_pilot_panel() and
--similarity-threshold CLI arg to pilot-panel. When set (default
0.75 in make pilot), candidates that are too similar to an already-
selected member (across any seed family) are filtered and replaced
with more structurally distinct nominees. Implements _is_diverse_vs_panel
helper using Levenshtein normalized similarity.

8 new tests in TestSelectPilotPanelDiversity covering: near-duplicate
exclusion at 0.75 threshold, strict vs permissive thresholds, higher-
priority retention, fully diverse panels unaffected, None backward
compatibility, rank assignment, and max_per_seed interaction.

DISCOVERY_PREDICTION.md updated: PRs #43-#46 listed, Stage 4
probability updated to 26-36% (diversity filter benefit), combined
"breaking news" estimate updated to 22-43%.

1044 tests passing.
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