conw.ai vs Hydra, a local

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

Route to a target confidence of correctness, not just the cheapest model. Hydra samples models adaptively (SPRT), cuts AI API costs 70-85% along the way, and keeps...

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 Hydra, a local

Route to a target confidence of correctness, not just the cheapest model. Hydra samples models adaptively (SPRT), cuts AI API costs 70-85% along the way, and keeps sensitive data local. Hydra rides the cost/quality Pareto frontier, stops sampling the instant confidence clears the bar, and reads the code graph to know when a change is dangerous. A hub file with many transitive dependents is cascade-capable, so it demands more confidence. Every access an agent makes is recorded in a local, hash-chained ledger.