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.

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.

Download 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.

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

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.

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.

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

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.

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

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

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.

Open-weight Brazilian Portuguese LLMs trained from scratch — Apache 2.0

Physical Intelligence — foundation models for robotics

Open-weights image generation models — Flux family.

API Evangelist profile of Mixedbread - embeddings and reranking API

Production-ready multi-facet conversation evaluation benchmark - 399 facets, 5-level ordinal scoring, scales to 5000+ without redesign. Open-weights LLM (Qwen 3 8B) via Ollama/vLLM/HF.

Ideogram 4 本地 CUDA 图像生成器：内置 NF4 权重、官方 Magic Prompt 提示词优化、Windows/Linux 便携包 / Local open-weight text-to-image generator