Show HN: Conw.ai – Independent local AI platform and developer API

Conw.ai, an independent local AI platform and developer API, introduces a learning loop that records confirmed lessons to memory immediately while rejecting unsafe or unverified weight updates, aiming to improve AI safety and transparency.

01. Most AI products hide the learning loop. Conw shows whether a lesson passed or failed, and keeps the useful memory even when the weight update is rejected. Self-taught It learns from the people who use it. Confirmed teaching is written to memory immediately. Dictionary-checked meanings can become shared vocabulary; unverified or unsafe lessons stay inside the original chat. Any future weight change still has to pass safety and quiz checks first. - Confirmed meanings work immediately from memory - Dictionary-verified vocabulary can help every user - Unsafe, invented, or poisoned lessons stay out