going to focus the next few weeks on improving DX for OpenAI API, SDKs and platform, what could be better? what are some papercuts and nothing is too small – docs, tutorials, guides, cookbook hit me up with all 🙂
CODE
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Codex Mobile excels with super long-running prompts
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Codex Mobile is amazing with super long-running prompts
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AI identifies cat; bounding box pixel decoding is slow
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An AI can tell you there's a cat in the image. Pointing to the exact pixels is the hard part.
— Satya Mallick (@LearnOpenCV) 2 juin 2026
The reason it's slow: most VLMs spell out a bounding box one coordinate token at a time — some even split "1024" into single digits. But a box's corners are connected. Decode them… pic.twitter.com/eoJu0PiHGUAn AI can tell you there's a cat in the image. Pointing to the exact pixels is the hard part.
The reason it's slow: most VLMs spell out a bounding box one coordinate token at a time — some even split "1024" into single digits. But a box's corners are connected. Decode them -

Benchtalks #2: SWE-bench creator jyangballin discusses ProgramBench and upcoming project
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Benchtalks #2: @jyangballin
, creator of SWE-bench, fresh off ProgramBench (every frontier model: 0% at launch). Out soon with @vincentsunnchen
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Codex stores local state database for pulling
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Yes you can… Codex keeps a state database on your local machine that you can pull from
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Comparison of Opus/sonnet to sonnet 4.6 on SWE pro
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Re Opus/sonnet: from what I understood they compare it to sonnet 4.6. only on SWE pro comparable to opus. If I’m correct the quote was „side by side with sonnet 4.6“
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Building Production-Ready AI Applications Workshop with 40% Discount
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Workshop hosted by @PacktPublishing @PacktDataML "Building Production-Ready AI Applications: Hands-On Workshop" on June 6 (2.5 hours) Register here for 40% OFF (my discount code automatically applied at checkout): https://
eventbrite.co.uk/e/building-pro
duction-ready-ai-applications-hands-on-workshop-tickets-1986209259362?aff=KirkB&discount=KIRK40
… Learn to build, deploy, and secure -
Codex on Mac Mini controlled via Codex Mobile
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Yep! Codex on my Mac Mini, mostly controlled via Codex Mobile
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Tokens as insane leverage: Codex on one machine example
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And this is just Codex, on one machine. Doesn’t even include my other machine, Claude, and Agent-S tokens. Tokens, when used correctly, are insane leverage.
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Last Chance to Register for Build Small Hackathon & Model Suggestions
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Registration closes tomorrow, Wednesday, June 3rd. Register here: https://
huggingface.co/spaces/build-s
mall-hackathon/registration
… If you're looking for a model to use to tackle this hackathon, check out Transcribe & Tiny Aya (led by @alexrs95
). Both models fit the parameters of the challenge.