Devin Desktop is our first product launch that’s fully agent-neutral. You can run your own custom background agents directly from the desktop app, Devin, or even Claude Code / Codex. Part of Cognition being the Independent Agent Lab is working well with all of the agents - excited to do more in this direction.
SpaceX has almost finished writing V1.0 of an in-house AI training stack in C that exact-maps to 220k GB300s with 800G NICs, making heavy use of pipeline parallelism and getting as close to bare metal as possible.
The potential speed improvement vs JAX for large training runs is over an order of magnitude.
Just cut the Amp Token Fee by 75% when using your ChatGPT sub with @AmpCode's deep/rush modes: https://t.co/9zw3cZGYWI. Now it's $0.05 per 1M tokens.
(Still experimental, still subject to change.)
Happy coding!
The release candidate for MCP 2026-07-28 is out. The protocol is now stateless: no handshake, no session id, any request can hit any server instance. Plus extensions as first-class (MCP Apps, Tasks), auth hardening, and a proper deprecation policy so we don't have to do this again.
https://t.co/XRLTu1BSkB
customers are increasingly asking us for certainty on capacity. as models get better, we expect that the world will be capacity-constrained for some time.
we are offering discounted tokens for 1-3 year commits.
(it also helps us plan, so hopefully a big win-win.)