Machine-verifiable reasoning infrastructure for the AI era.
AxiomCore AI builds deterministic SAT optimization, AI-assisted formal verification, and certified proof infrastructure — purpose-built for chip verification, AI reasoning systems, and large-scale constraint workloads. Powered by the KARIOS Verification Engine.
A complete SAT pipeline, not a solver wrapper.
AI normalization
LaTeX, natural language, or raw DIMACS in. Strict canonical CNF out. The format gate disappears.
Structure-aware solving
CDCL portfolio with VSIDS, LBD, and learning-rate signals tuned per workload family.
Certified proofs
DRAT/LRAT-trim-checked UNSAT certificates. Full SAT witness models. Never opaque.
Deterministic & auditable
Pinned seeds, container hashes, reproducibility packages per release.
Reasoning demand is exploding. The solver layer is the bottleneck.
EDA & hardware verification
Every modern chip pipeline rests on SAT/SMT. Throughput translates directly into tape-out velocity.
AI reasoning systems
LLMs hallucinate over discrete constraints. Grounded SAT checks turn agents into systems you can ship.
Optimization & operations
Logistics, scheduling, and configuration workloads that current ILP stacks cannot close in time.
Reproducible benchmarks against the leading open-source SAT solvers.
KARIOS is benchmarked head-to-head against Kissat, CaDiCaL, CryptoMiniSat, Glucose, and MapleSAT on SATLIB and SAT Competition instance families. Every release ships a reproducibility package.
[solvers] kissat = "reference baseline" cadical = "industrial CDCL" crypto_minisat = "XOR / crypto-aware" glucose = "LBD clause management" maplesat = "learning-rate branching" [scoring] metric = "PAR-2" timeout = 5000 threads = 1 [proof] format = "DRAT" verify = "drat-trim"