

OPENAI : A mention of a new Ultrafast mode appeared for some time on the Codex GitHub repository. > "The fastest available responses for latency-sensitive work." Seems like it was unintended push

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OPENAI : A mention of a new Ultrafast mode appeared for some time on the Codex GitHub repository. > "The fastest available responses for latency-sensitive work." Seems like it was unintended push

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Local open-weight AI running on a laptop has been improving at more than twice the rate of Moore's Law! Between May 2024 and May 2026, the most expensive MacBook Pro available still capped at 128 GB of unified memory. The hardware ceiling barely budged. Yet the most advanced open-weight model…
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the details of what he said and why it was wrong are here: https://
open.substack.com/pub/garymarcus
/p/deconstructing-geoffrey-hintons-weakest?r=8tdk6&utm_medium=ios
…
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Enterprises are going to actually want a coherent roadmap for the development of tools like Codex and Cowork, so they can plan and train and scale their use. This conflicts with the Labs’ vision where these tools rapidly scale exponentially in ability as models approach AGI.
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As an AI Engineer. Please learn: – Harness engineering, not just prompt engineering
– Prompt caching vs. semantic caching tradeoffs
– KV cache management at scale
– Speculative decoding vs quantization
– Structured output failures & fallback chains
– Evals (LLM-as-judge + human
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Thanks, but there are no open weights yet, right? Asking because it would be impossible to cover architecture details without open weights and/or a detailed technical report
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Olalala l'idée !!!!! imagine gouv cli , et tu peux tout faire avec cette interface et t'as claude code qui manipule ca.

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Gartner: 2026 Hype Cycle for Agentic AI #gartner #AI #AgenticAI #AIAgent #ArtificialIntelligent #LLM #GenAI #GenerativeAI #HypeCycle @AlbertoEMachado @Eli_Krumova @postoff25 @Khulood_Almani @anand_narang @NutritiousMind @baski_LA @TanyaSinha_ @devaang @AlAmadi1 @jeancayeux

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ICYMI Anthropic's guide to building effective agents is worth bookmarking. It covers: > workflows vs agents > routing & parallelization > orchestrator-workers > autonomous agents Guide: → https://anthropic.com/engineering/building-effective-agents … By Erik Schluntz (@ErikSchluntz) and Barry Zhang (@barry_zyj).

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Looks like "ultra-fast"-mode coming to Codex very soon!