Python
Best Way to Run 31B Models on a Laptop? Treat Them Like Databases
LARQL decompiles transformer weights into a queryable graph called a vindex. The project pitches a new shape for local inference: walk a subgraph, patch facts, stream from disk. Here's what's real, what's claimed, and what's still research.
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.
Best Local LLMs for Structured Output: Qwen 3.6, Gemma 4
JSON schema, grammar constraints, and Outlines compared. Current model picks: Qwen 3.6, Gemma 4, DeepSeek V4. Common failures + working code. May 2026.