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Liveaxiom.originneural.ai
Axiom
Every Prediction Mathematically Verified and Blockchain-Proven
Axiom is a 73,352-parameter neural network that predicts drug-target binding affinities while cryptographically proving the geometric integrity of its own weights. Verification uses K3 spectral geometry, Wigner-Dyson Random Matrix Theory, and Forman-Ricci curvature to ensure the model has not been tampered with. Post-training, a trivalent graph automaton with Lanczos spectral guard enables autonomous graph morphogenesis. Four Worm Swarm guard agents (Prime, Quantum, Smooth, Logic) monitor model health continuously. All proofs are dual-hashed (SHA-256 + SHA3-256) and anchored on the BSV blockchain for immutable verification. The Discovery Marketplace has produced 24,500+ verified molecular predictions with tiered data access (DISCOVERY/PROFESSIONAL/ENTERPRISE/VAULT), batch Merkle witnessing, and rejection auditing. Accessible via a 20-endpoint FastAPI REST API and a Telegram bot with 22 commands, with Stripe-powered 4-tier billing from Free to Enterprise.
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Holdout Accuracy
Drug-target binding prediction
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Parameters
Compact verified network
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Marketplace Predictions
Verified molecular binding discoveries
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Ledger Proofs
BSV blockchain-anchored
Key Features
Mathematical Verification
K3 spectral geometry + Wigner-Dyson RMT + Forman-Ricci curvature prove geometric integrity of model weights
Graph Morphogenesis
Post-training trivalent graph automaton with Lanczos spectral guard enables autonomous graph growth
Worm Swarm Defence
4 autonomous guard agents — Prime, Quantum, Smooth, Logic — continuously monitor model health
Blockchain Proof Anchoring
SHA-256 + SHA3-256 dual hash with BSV on-chain proof-of-existence for every prediction
Discovery Marketplace
Continuous auto-sieve pipeline generates, verifies, and tier-classifies molecular predictions (DISCOVERY/PROFESSIONAL/ENTERPRISE/VAULT) with batch Merkle witnessing and append-only verified feed
Tiered API Billing
Stripe 4-tier billing from Free to Enterprise with per-proof metering
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Tech Stack
NumPy
Scientific Computing
FastAPI
API Framework
RDKit
Cheminformatics
BSV Blockchain
Verification
Stripe
Billing
python-telegram-bot
Bot Framework
SQLite
Data Store
Use Cases
Drug binding predictionModel integrity verificationOn-chain ML proofsAutonomous graph growthMolecular discovery marketplace
Related Research
Published research connected to this product.
Ready to try Axiom?
24,500+ verified molecular predictions with cryptographic proof of model integrity. 85.4% holdout accuracy with tiered marketplace access from Free to Enterprise.