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

Runtime failure resolution for coding agents. Hooks into Claude Code and Codex. Catches loops, dangerous actions, and secret leaks before they become incidents. Zero latency. Runs locally.

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

Qualixar OS: The Universal OS for AI Agents. Claw-compatible. 12 topologies, Forge AI team designer, 24-tab dashboard, skill marketplace. PAPER: https://arxiv.org/abs/2604.06392

Agent governance for ThumbGate: 👍/👎 become Pre-Action Checks that block repeat mistakes before code, money, or customer systems change.

SourceryKit — counterspell for hallucinating agents. Python SDK that breaks the illusion on every tool call, API response, and MCP handoff before bad outputs propagate.

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

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).

A discipline for governing autonomous AI agents in production.

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

OpenClaw plugin for Kalibr autonomous routing. Captures LLM telemetry and agent outcomes via plugin hooks, reports to Kalibr for autonomous path optimization.

Open infrastructure modules for reliable and governable agent systems.

Operating contracts, task templates, safety gates, and audit scripts for reliable AI agent teams

GuardMesh — Portable policy checks for governed agent execution.

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

Failure-mode evaluation harness for agent systems.

Runtime reliability intelligence designed specifically for OpenClaw frameworks and agents.

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