Needle2 vs TeXposit

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.

Transparent, Human-First, AI-Assisted Writing in Academia. TeXposit is the modern collaborative LaTeX, Markdown and LaTeX+Markdown Hybrid editor. TeXposit features an...

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 TeXposit

Transparent, Human-First, AI-Assisted Writing in Academia. TeXposit is the modern collaborative LaTeX, Markdown and LaTeX+Markdown Hybrid editor. TeXposit features an advanced AI writing assistant, built-in reference management, live collaboration features, built-in provenance and more. A real LaTeX engine runs client-side and recompiles as you type. The last good render stays on screen while the next one builds. Connect Ollama to use models running on your own machine directly. Share a tamper-proof report showing who wrote what and how much was AI-assisted.