World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCoMo. Research-backed. arXiv: 2603.14588

Stop overpaying to run your agents. Kalibr routes every request to lower-cost model and tool paths without degrading performance.

Make sure AI agents actually do what they claim, no more fake successes.

Formal behavioral specification and runtime enforcement for autonomous AI agents. Agent Behavioral Contracts (ABC).

Catch false-green claims from AI coding agents before you accept the change.

Deterministic trajectory contracts for AI agents - pre-execution guard, sub-millisecond, MIT.

Production-ready agent starter with Kalibr routing wired in. Automatically routes requests to lower-cost paths without degrading performance. Clone and ship.

ARG Action Chain: a Step Contract based execution pattern for controlling LLM Agent drift, hallucination, and self-verification

Tamper-evident proof for AI agent work. Records, verifies, and reports whether agents followed policy.

LangGraph agent with a monitor layer that detects reasoning drift, circular logic, and overconfidence during execution.

CLI wrapper that generates shepdog/service-record/v1 behavioral records as an involuntary byproduct of agent execution. Zero changes to the agent required.

Harness engine for AI Agents. From demo to production.

Rollback-first reliability layer for AI agents: trace failures, apply guarded changes, and rollback on regression.

Public-facing repository for LLM evaluation, model behavior observation, drift and failure analysis.

Technical project index for infrastructure operations, security monitoring, governed analytics, agent runtimes, and secure automation.

Eval and promotion harness for AI agents: compare baseline vs candidate behaviour and promote only changes that survive evidence.