Brad Kinnard

Swarm Orchestrator: a coding agent that must prove its work. Bounded repository changes, the project's real checks as sealed gates, challenges to weak evidence, retries that cannot trade away test quality, and a signed, hash-chained evidence record anyone can verify offline.

Validate SKILL.md files, track agent-skill bundle changes, and check release evidence against trusted policies.

Translate instruction files into ESLint configs, detect drift, and extract rules

Run your real task on quantized models and get measured quality, latency, and peak VRAM, plus the smallest quant that holds quality.

Local-first RAG chatbot. An offline RL policy picks per-query weights between an answer cache and a knowledge graph; a critique LLM scores every turn.

Swarm Verify: independent verification for software changes from AI coding agents or humans. Runs a project's real checks, separates what passed from what was established, names what stayed unmeasured, and records evidence anyone can check. CLI, GitHub Action, Claude Code hook, MCP server, pre-commit hook.