Even if vendors fix long-context attention tomorrow, the ~90% token savings never stop mattering. Quality AND cost, one layer.
Full writeup: https://t.co/vEKP0FLFWV
Repo (Apache-2.0): https://t.co/KVAyIh5uez
Your AI agent didn't get dumber. Its context rotted. 🧵
Long agent sessions degrade BEFORE the context-window limit — not at it. Chroma measured it in 2025: a sharp accuracy knee well under the "1M-token" ceiling. The weird part 👇
And it's reproducible. The benchmark ships an offline proxy "model" so you see baseline-misses-fact vs compiled-recovers-it with no API key — then swap a real model in with one flag to measure on your own traces. Don't trust my numbers. Measure yours.
My brain produces ideas like a popcorn machine with no off switch. So I built Axona: you just talk (or type) your chaos at it, and AI turns it into a visual map of connected ideas. It's like watching your own brain get its life together. https://t.co/154WxHIo6h — free to try 🧠➡️
🎉 What better way to celebrate than by unleashing your $DOGS to the CEX•IO playground? @realDogsHouse
✨ The asset is now live for instant buy, sell, and convert. Deposits and spot trade are coming very soon.