Needle2 vs SynCodeLive

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.

A real-time collaborative code editor with an AI reviewer in every session. Share a URL, code together live, run JS and Python in-browser. No signup, free.

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.

About SynCodeLive

A real-time collaborative code editor with an AI reviewer in every session. Share a URL, code together live, run JS and Python in-browser. No signup, free. SyncodeLive is a real-time collaborative code editor, open a session, share the link, and you're pair-programming in seconds. Go, Rust, Java, C++, Ruby, SQL, Shell and 20 more run through an LLM-powered execution layer that returns output as if the compiler were installed. Click "new session" and SyncodeLive generates a 6-character URL, like syncodelive.com/x7k2mq .