Amazon shuts down its 21-yr-old platform that Bezos described as 'artificial AI'

Embeddings Cannot Say No: An Intent Detector's Real Numbers

My message detector worked on my test set. On messages it had never seen, it missed one real case out of two. TL;DR : I built a small detector that spots messages asking for an action.

• Embeddings convert sentences into numerical lists for intent detection
• Negation poses challenge, causing false positives and negatives
• LLM interprets negation, improving detector's accuracy

4h ago ·dev.to

From Hype to Hard Reality: What We're Learning About Shipping AI Agents in Production

Originally published on tamiz.pro . For the better part of two years, the narrative has been seductive: build a few function calls around a reasoning model, add a tool-use loop, and you have an…

4h ago ·dev.to

I built a routing CLI so AI agents don't skip Room migrations, coroutine ownership, and lifecycle boundaries

Coding agents handle "add a field, show it on screen" fine. They consistently miss the Android boundary around it: Room/SQLite migrations that silently corrupt existing rows A refresh coroutine owned…

3h ago ·dev.to