conw.ai vs Preseason

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

We track which developer tools AI models pick across a frozen panel of vibe-coding prompts at every level, from beginners to expert engineers.

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 Preseason

We track which developer tools AI models pick across a frozen panel of vibe-coding prompts at every level, from beginners to expert engineers. Define data-model boundaries, asynchronous processing for long-running work, observability, and a deployment and migration strategy that supports schema evolution without downtime. Enforce role-based separation between shoppers, support agents, and operations staff. Add observability for prompt, retrieval, latency, and failure traces, plus evaluation pipelines that score groundedness, escalation correctness, and regression risk before prompt or model changes are shipped.