Autonomous Materials Engine
Autonomous Materials Discovery at Scale
Topology-driven screening, Ising solver cascades, and cryptographic provenance. Battery electrolytes, MOFs, alloys, and semiconductors — discovered autonomously.
497166
Materials Screened
What You Get
Topology-Driven Screening
Betti number analysis filters materials by topological viability — ion tunnels (b1) and void spaces (b2).
Ising Solver Cascade
4 Hamiltonian solvers (SBM, CIM, DMM, CVTR) rotate via weighted cascade, with 3 reserve solvers (SOLG, Kuramoto, HDC) available.
Cryptographic Provenance
Every discovery is SHA-256 hashed into an append-only proof ledger — verifiable, immutable, timestamped.
5-Axis Radar Profile
Stability, conductivity, topology, cost, and synthesizability — scored and visualized per material.
541
Materials Discovered
497166
Total Screened
417
Novel
2195711
Proofs
Autonomously Verified
0.07
Avg Topology Score
Betti number persistent homology across all candidates
0.81
Avg Composite Score
5-axis weighted average across all candidates
2195711
Proof Provenance
SHA-256 hashed discovery records
How It Works
1
Browse
Explore materials across 4 discovery profiles: battery, MOF, alloy, and semiconductor.
2
Filter
Filter by composite score, novelty status, profile, and synthesizability.
3
Purchase
Buy individual discoveries with research licenses and IP royalty tracking.
PARTNER WITH US
Axiom Lattice is a partnership-only materials research platform. We license our discovery catalogue, predictive infrastructure, and on-chain provenance proofs to qualified industrial, energy, and academic partners.
Or reach us through the contact form.
FAQ
Axiom Lattice is an autonomous materials discovery marketplace. Our engine screens thousands of candidate compositions using topology-driven Ising solver cascades, scores them on 5 axes, and publishes results with cryptographic provenance.
Four profiles: Battery (solid-state electrolytes via b1 ion-tunnel topology), MOF (CO2-capture frameworks via b2 void topology), Alloy (high-entropy alloys via phase stability), and Semiconductor (thermal interface materials via band structure).
Axiom Lattice is partnership-only. Catalogue access, exports, and per-material licenses are arranged through engagements with our research team. Contact labs@smartledger.solutions to discuss a partnership.
Every discovery generates a SHA-256 hash from its metrics and evidence. These are stored in an append-only ledger, creating an immutable timestamp of when each material was discovered and verified.
Each material formula is searched against the Semantic Scholar literature database within its domain context. A confidence score from 0.0 (heavily published) to 1.0 (completely unknown) indicates commercial novelty potential.
Four active Ising/Hamiltonian solvers rotate via weighted cascade: Simulated Bifurcation Machine (SBM), Coherent Ising Machine (CIM), Digital Memcomputing Machine (DMM), and Chaotic Variable-Time Relaxation (CVTR). Three additional solvers — Sparse Online Learning Gradient (SOLG), Kuramoto oscillator, and Hyperdimensional Computing (HDC) — are implemented and available as reserves.
API access is included with partnership engagements. Aggregate stats and proof endpoints remain public; full catalogue and export endpoints require partnership. Contact labs@smartledger.solutions to discuss API access.
Start Exploring
Browse autonomously discovered materials with cryptographic provenance.
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