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.

Self-improving agent governance: 👍/👎 → Pre-Action Gates that block repeat AI mistakes. Stop paying for the same mistake twice.

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

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

A discipline for governing autonomous AI agents in production.

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.

Failure-mode evaluation harness for agent systems.

GuardMesh — Portable policy checks for governed agent execution.

Detect, score, and heal broken agent skills.

Harness engine for AI Agents. From demo to production.

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

The reflex layer for AI coding agents — deterministic 8-kind hint lookup for known environment errors

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

GitHub profile

Production-tested patterns for running multiple AI agents. Framework-agnostic. From 9 agents in daily production.

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

Portfolio site — React + TypeScript + Vite.