One embedding space for text, image, video, and audio. Open weights, self-hostable.

Companion code for the Manning book 'LLM Customization and Fine-Tuning.' Adapt open-weights LLMs end to end: prompting and RAG, LoRA/QLoRA, full SFT, distillation, and DPO/RLHF alignment.

Kimi K3 Swarm Workstation — 300 agents on the world's largest open model (2.8T params, 1M context, native vision). #1 web-building. Free tier. Win/Mac.

OpenMayhem is an open-source and decentralized inference router for consumer & pro hardware. Providers earn, users/agents access cheap inference.

Local-first desktop app for running uncensored, refusal-ablated language models. Tauri + Rust + Ollama. 12MB installer, zero telemetry.

Structured YAML catalog of 4,587 AI models across 95 providers — pricing, context windows, modalities, capabilities. First-party data with TypeScript types and Zod validation.

See when Claude Code reroutes your request to a different model — and choose the fallback yourself. 123-line local proxy, zero deps.

Frontier-Grade Open Weights — フロンティア級のオープンウェイトモデルは、開かれたのか / They matched the frontier. But no one can hold them.

FastMCP fleet MCP server for diffusion LMs (dLLM). DiffusionGemma on Goliath RTX 4090 — batch inference, HLE-shaped reasoning, ~200–400 tok/s. Doc phase; llama-diffusion-cli sidecar next. Complements local-llm-mcp.

tiny tool, big videos. topic in, video out. no film degree required. webapp, windows app and mcp server for agent use

Independent technical analysis comparing open-weights GLM-5.2 to the proprietary frontier: benchmarks, blind creative-writing eval, local-inference viability on Apple Silicon

Pre-registered adversarial robustness study testing whether model-initiated session termination provides defensive coverage beyond refusal training against multi-turn attacks. Minimal Python harness with scorer and analysis pipeline. Pilot on Gemma 4 26b. Preliminary findings in FINDINGS.md.

Physical Intelligence — foundation models for robotics

GLM-5.2 Released: 1 Million Usable Context Window, MIT Open-Source Licensing, & Claude Code Integration Guide.

Collect and refine high-quality prompts for Ideogram 4.0 to improve your image generation results.

Open-weight only, video-aware podcast dubbing with ASR alignment, diarization, LLM translation, and voice-cloned TTS. Local inference.

AI-personalized courses for any topic — text or photo. Gemma 4 Good Hackathon submission.

Data-driven exploration of open weight AI models and providers, based on performance x cost x energy use.

Democratize AI: a download-and-forget app that turns idle computers into a language model owned by everyone. Folding@home, pointed at intelligence instead of proteins.

AI tool licenses and data terms — know what you're signing.