HolyCode Cloud vs Needle2

A cloud Linux workstation with Claude Code, Codex, Gemini, Cursor, OpenCode and Pi plus Postgres, Playwright, Jupyter, pandas, pandoc and ffmpeg already installed. Root on...

An open 45M-parameter model for tool calling, device use, and structured extraction. Needle 2 runs as a 14 MB binary in 28 MB of session RAM.

About HolyCode Cloud

A cloud Linux workstation with Claude Code, Codex, Gemini, Cursor, OpenCode and Pi plus Postgres, Playwright, Jupyter, pandas, pandoc and ffmpeg already installed. Root on your own machine, a disk that keeps your work. Flat monthly, no meter. Start a run at your desk, check it from your phone on the train. Run as many sessions as your machine takes, overnight, while your laptop sleeps. wrangler, plus root, so anything else is one apt away.

About Needle2

An open 45M-parameter model for tool calling, device use, and structured extraction. Needle 2 runs as a 14 MB binary in 28 MB of session RAM. Needle 2 is measured end-to-end through the shipped binary at CQ2-bit deployment precision with tool retrieval on; baselines run the released checkpoints under vLLM, and Apple FM runs on-device. Bringing On-Device AI to <$200 Devices : Edge AI has lately meant Macs and PCs, but the true edge is mostly cheap hardware: there are more than 21 billion IoT devices against roughly 1.5 billion PCs.