conw.ai vs Needle2

Conw (Conway AI) is an independent, self-learning AI assistant. Teach it directly, inspect what stuck, and chat with verified memory. Free to use.

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 conw.ai

Conw (Conway AI) is an independent, self-learning AI assistant. Teach it directly, inspect what stuck, and chat with verified memory. Free to use. Teach it something and it works from the next reply, every reply that used a memory shows you which one, with a one-tap Forget. Verified learning Independently served Local MLX inference Learns from useful chats Living-room iMac Free to use Verified learning Independently served Local MLX inference Learns from useful chats Living-room iMac Free to use.

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.