nice to see community repro of how token efficient GPT-5.3-Codex is! and we’re only getting started
CODE
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AI coding agents replacing manual initialization logic
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indeed what I find amusing is that you can encapsulate a lot of the logic from those billions of inits into single markdowns and codex or any other coding agent really would run with it like those never mattered in the first place
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Changelog Updates for Codex: In-App Notes or Web Feed?
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We keep a changelog below for updates across all the places you can use Codex, but it’s easy to miss if you’re mostly in the app! Curious, would in-app release notes help more, or is a web feed like this better?
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Codex demonstrates impressive attention to detail capabilities
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codex is really impressively detail oriented
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Chat channels require non-permissioned access architecture
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would probably need to expose chat as a non-permissioned channel rather than something that has system access
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OpenClaw: Self-Configuring AI Backend Primitive for Direct Customer Interface
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openclaw might be an interesting new backend primitive: it's a server that configures itself. instead of wrapping chatgpt to build your product, can your AI just interface with your customers directly?
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Testing Strategy for First Production Tool Deployment
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I've only had internal tools but will deploy my first few to production this week w/ this 1. end-to-end tests for the core api. these are core flows that should never break.
2. hand testing every frontend component The process is slower than I'd like so far -
Spherical Equivariant Graph Transformers Complete Guide
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A Complete Guide to Spherical Equivariant Graph Transformers https://
buff.ly/eowtMFz
#AI #MachineLearning #DeepLearning #LLMs #DataScience -
Using Codex for Code Review and Instruction Following
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would love for you to give codex a try for this, team trained codex to specifically follow instructions and 100% of the code across OpenAI repos is reviewed via it