Liquid AI Ships LFM2.5-230M with llama.cpp, MLX, vLLM, SGLang, and ONNX Support for On-Device Inference — 2026-06-28

Impact Vector: AI Tools · Jun 28, 2026 · 3m

## Short Segments Building a stable Fable 5 Traces workflow in Colab just got easier. This tutorial guides users through setting up a lightweight environment to work with real coding-agent trace data from the Fable 5 Traces dataset on Hugging Face. The process involves manually downloading and parsing JSONL files to maintain stability in Colab, inspecting repository files, and normalizing tool calls and text outputs. Users can audit the dataset structure, detect potential secret-like patterns, and visualize key distributions. Additionally, the tutorial includes creating safe no-CoT chat/SFT…