Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
Codex rate limits used to reset on OpenAI's clock, often at 3am. Banked resets let Go, Plus, Pro, and Business users save and trigger them manually, with a 30-day expiry and referral bonuses through June 24.
Anthropic's Claude Fable 5 system prompt leak reveals window.storage, a key-value API for artifacts that remember data between chats. Here is what builders can actually do with it.
Jake Fitzgerald's viral demo used two hours and 1.4 million tokens to generate CAD-ready humanoid robot designs, kinematics, and animations. I broke down what is real versus render hype.
Developers are shipping browser Minecraft clones with Claude Fable 5 in 20 to 40 minutes for roughly $12 to $30. The interesting part is not the game. It is the systems design the model held in one context.
Cohere's first open-weight coding model activates 3B of 30B parameters per token, ships under Apache 2.0, and targets terminal agents. Here is when I would run it locally instead of a frontier API.
Google's new audio model translates speech continuously, preserves tone, and ships in Translate, Meet, and the Live API. Here is what changes for voice products and multilingual ops.
The open-source MoneyPrinterTurbo repo chains LLM scripts, TTS, stock footage, and FFmpeg into finished 9:16 or 16:9 videos. Here is the architecture worth copying even if you never post on TikTok.
A new distributed algorithm drives agents to a generalized Nash equilibrium exactly at a deadline you choose, with no central controller. Here is why that matters for robot fleets and shared-resource AI ops.