Python
LightClaw: A 7,000-Line Python Alternative to OpenClaw
OpenClaw is 40,000+ lines of TypeScript. LightClaw does Telegram AI assistant, 6 LLM providers, memory, skills, and agent delegation in ~7,000 lines of Python. One week old, 12 stars, one developer. Here's what it can and can't do.
Building AI Agents with Local LLMs: A Practical Guide
Build AI agents with local LLMs using Ollama and Python. Model requirements, VRAM budgets, framework comparison, working code example, and security warnings.
Structured Output from Local LLMs: JSON, YAML, and Schemas
Ollama's format parameter guarantees valid JSON from any local model. Grammar constraints in llama.cpp go further — 100% schema compliance at the token level. Methods ranked by reliability, with working code examples.