AI systems that earn autonomy through verified outcomes — reducing operational cost while remaining explainable, controllable, and human-governed.
Every run leaves the platform stronger. Strategies, models, and team formations improve in the background — governed by progressive autonomy and a full audit trail.
Strategy engine, prompt evolution, exemplar mining, and capability-gap detection. Agents get measurably better over time.
87% → 90% accuracy on a 26K-sample benchmark — same model, just learning.
Capability auctions, auto-forking specialists, multi-round debate. Teams form and adapt without human design.
Generalists fork into specialists at 90% task-signature success.
Two parallel self-improvement tracks: LoRA SLM distillation and classical ML (sklearn / XGBoost / Prophet).
Lifecycle: Candidate → Canary → Graduated → Retired, governed end-to-end.
5 progressive autonomy levels, 8 decision-gate types, full audit trail. Not bolted on — it is the execution model.
GDPR Art. 17 ML erasure, HIPAA hard-block, Vault-backed artifact signing.
Every run flows through the same four phases. The artifacts below are real grain types stored in the OMS knowledge graph — readable, auditable, and reusable across runs.
Recall winning strategies, focus context, and user directives. Skip the LLM entirely when a high-confidence workflow already exists.
13 MetaTools dispatched sequentially or in parallel. Circuit breakers, per-tool timeouts, and recursive delegation keep long-running work safe.
Outcome Verification Engine grades every run through 4 phases — Provisional → Assessed → Verified → Confirmed — using 9 verification strategies.
Strategy confidence updates, exemplars mined, prompts evolve via holdout validation, capability gaps become actionable beliefs.
Atmatic runs on Areev — a typed memory engine where every learning artifact is a first-class grain. 18+ grain types capture what worked, what failed, what to avoid, and who to delegate to. This is the substrate the four moats grow on.
Start free and scale as you grow. Volume discounts apply automatically.
Flexible usage-based pricing
Tailored for your enterprise
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