Install NNI v3.0 for Neural Architecture Search
Deploy Microsoft NNI v3.0 for neural architecture search: pip/Docker steps, system specs, PATH fixes, v2 migration traps, and verify with nnictl.
Deploy Microsoft NNI v3.0 for neural architecture search: pip/Docker steps, system specs, PATH fixes, v2 migration traps, and verify with nnictl.
Deploy Hugging Face robotics with LeRobot v0.6.1: lean pip extras, system specs, ffmpeg traps, Docker, verify with lerobot-info, and real install fixes.
Install the latest Llama 3 family (3.1 8B or 3.3 70B) as your open source LLM with Ollama. Exact commands, VRAM specs, real error fixes, and cleanup.
Install Text Generation Inference (TGI) 3.3.7 for Hugging Face inference via Docker. Specs, commands, health checks, and real error fixes.
Deploy Moonshot open source Kimi K2-Instruct-0905 with vLLM: 16-GPU FP8 setup, real commands, blobfile fix, and license gotchas.
Deploy Tencent video AI HunyuanVideo-1.5 (8.3B) on Linux with 14GB VRAM. Exact clone, pip, HF download, generate.py commands plus OOM fixes.
Deploy Microsoft Qlib v0.9.8 with pip, source, or Docker, community CN data, trusted=True rules, hardware floors, and the install failures people actually hit in 2026.
Install Garak 0.17.0, the LLM security scanner: Python 3.11-3.13, pip commands, verify scan, XDG paths, and real fix for silent install failures.
Install and run the latest open source medical LLM MeditronFO Apertus-8B locally with SGLang or GGUF. Specs, commands, verification, and real install fixes.
Deploy MinerU 4.0.12 for local PDF parsing AI: uv install, tiers, managed parse server, verify, common errors, upgrade and uninstall steps.
Install InstantID locally for zero-shot AI avatars from one photo. Exact commands, VRAM fixes, antelopev2 workaround, Docker option [current main].
Deploy Ray 2.59.0 for distributed computing: pip and Docker steps, token auth defaults, shm sizing, verify commands, and real install fixes.