BETABiohacksAI is a research tool for informational purposes only. All outputs are computational hypothesis candidates — not confirmed mechanisms, not medical advice, and not a substitute for professional medical judgment. Independent experimental validation is always required.
BiohacksAI is an evolving scientific literature platform. New compounds and evidence are indexed continuously.
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BiohacksAI/Stack Discovery
HYPOTHESIS_ENGINE_v1.0

Mechanism Gap Analysis

Enter any compound. Discover which substances cover the biological pathway targets it misses — automatically.

Popular compounds

How it works

1
Map known targets — Identifies all gene targets the compound modulates via PubChem bioassay data
2
Find pathway context — Locates relevant Reactome pathways using target overlap (≥2 hits, ≤150 genes)
3
Detect missing targets — Computes pathway genes the compound does not directly hit
4
Score candidates — Ranks gap-filling compounds by IDF × evidence × rarity × momentum

Deterministic graph-traversal. No AI interpretation. Results are reproducible and corpus-bound.