AI Developer Tool AI Tools

A reference implementation for intent-execution separation in LLM agents. The project uses a typed intent layer (SIF) over domain vocabularies, with a deterministic execution layer and demo domains for legal and veterinary workflows.

An offline agent mesh for Termux/Android that runs a self-testing, SQLite-based agent system on-device. The repo shows install steps, tier-by-tier commands, and a detailed breakdown of the mesh components and design rules.

An open-source project for running a small LLM and limited agent workflows on ESP32-P4 hardware, with model details, architecture notes, examples, and setup instructions.

A local speech-to-text MCP server for AI agents, with CLI transcription and support for Parakeet or Granite backends.

A blog post describing ptc_runner’s MCP server and code-mode approach, where agents run short-lived untrusted programs inside a small Lisp REPL instead of Python or JavaScript.

Pull request adding TY25 support for moonshotai/kimi-k3 in TaxCalcBench through OpenRouter. The snapshot shows benchmark wiring, PDF handling details, saved outputs and evaluation reports, and regenerated charts/results for the full TY25 set.

An open-source experiment that adds a small zero-initialized overlay layer to a frozen GPT-2 so its behavior can be adjusted at inference time without retraining the base model.

A GitHub repository for a sovereign multi-agent federation protocol focused on structured knowledge accumulation, agent-to-agent messaging, and human-to-agent memory flows.