AI - AI Dynamics

→ View original post on X — @gdb

The great experience of building with Codex

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@gdb

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30 May 2026 6h37

it’s great to build with codex https://t.co/PwVdq0WthJ
— Greg Brockman (@gdb) 30 mai 2026

it’s great to build with codex

→ View original post on X — @gp_pulipaka

Illustrated Guide to LSTMs and GRU

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@gp_pulipaka

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30 May 2026 6h26

Illustrated Guide to LSTMs and GRU! #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode https://
geni.us/Illustrated-Gu
ide
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→ View original post on X — @jiqizhixin

Theory of Agent: When AI Agents Should Use External Tools

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@jiqizhixin

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30 May 2026 6h23

When should AI agents actually reach for external tools? Researchers from Edinburgh, CUHK, UIUC, Northwestern & Princeton present Theory of Agent (ToA) at ICML 2026. Their answer: only when epistemically necessary — meaning the agent cannot complete the task reliably using its

→ View original post on X — @jeremyphoward

10x more completions than Opus in practice

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@jeremyphoward

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30 May 2026 6h03

Yes I know how it works, but in practice it's about 10x more completions than using Opus for the same task, in my experience. You really need to try it for yourself to see. It's night and day.

Chat tools hit ceiling when context window full; become CI pipeline

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30 May 2026 6h00

That's a good way to frame it. Chat tools hit a ceiling when the task outgrows what one context window can hold. Once the plan lives in executable code with parallel agents, resumability, and convergence loops, it's closer to a CI pipeline than a conversation.

Workflows change behavior; reusability via team commands in .claude/workflows

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30 May 2026 5h59

Exactly right. Benchmarks get attention, workflows change behavior. And the reusability angle is underrated. You can save workflows to .claude/workflows/ as team commands. So once someone figures out the right audit or migration pattern, the whole team gets it without

Adversarial verification loop prevents organized wandering

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30 May 2026 5h59

Both, actually. The adversarial verification loop is what prevents organized wandering. Agents don't just fan out and report back. Other agents actively try to refute findings. The system keeps iterating until answers converge, not until agents run out of things to do. So scope

Claude Code execution plan and JS script diffing for guardrails

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30 May 2026 5h58

That's a sharp point. Claude Code already does this partially. The first time a workflow triggers, it shows the execution plan and asks for confirmation. But diffing the actual JS script across runs is a different level of control. Especially for teams trying to set guardrails

Workflow runtime saves progress, agents return cached results

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30 May 2026 5h45

Both. The workflow runtime saves progress as it goes, so a failed agent doesn't kill the run. Completed agents return cached results on resume. And the convergence loop means other agents can independently cover what a failed one missed. It's less "retry the exact call" and