Are you using the same model for everything or splitting tasks across models?
LLMS
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Using Opus for every workflow step leads to context dumping
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If you are using Opus for every single step in your workflow, then this post is for you! For example:
searching logs,
finding the right file,
checking where an error happened,
looking through a repo for one function. Then people dump all of that into the same context window and -
The latest Gemma runs on a PC with 8 GB of RAM
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the latest Gemma can run on a computer with 8 GB of RAM
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Claude’s training data may explain cleaner iOS work
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Could be training data. Whatever Claude saw more of, iOS work seems to land cleaner.
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Billion quick questions trivial compared to long-running agents
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Codex users, easily. A billion quick questions is nothing next to agents running for hours.
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Spun up a text-editing tool with Codex for copy
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spun up a little text-editing tool with codex before bed
— Ben Tossell (@bentossell) 4 juin 2026
like agentation but just for copy
(supports keyboard shortcuts too ofc) pic.twitter.com/vTozsg6gwlspun up a little text-editing tool with codex before bed like agentation but just for copy (supports keyboard shortcuts too ofc)
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AI reads in U-shape: scale complex tasks with subagents
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When one prompt isn't enough, stop cramming! Brilliant piece by my good friend Mari! It covers how AI reads in a "U-shape" (ignoring the middle) + how to scale complex tasks using subagents instead of these fragile MEGA-prompts
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AI writes site that curates 40,000 daily posts
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AI wrote every word on my site that reads 40,000 posts a day here on X and picks the best. It's pretty good: https://
alignednews.com/ai While I agree with you, there is some reason to have AI write. I can't read 40,000 posts a day. Can you? -
AI’s ERNIE model digitizes martial arts legacy, preserving ancient movements.
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When ancient movements meet modern algorithms, AI carries on the legacy of martial arts.
— Baidu Research (@BaiduResearch) 4 juin 2026
Powered by Baidu ERNIE, the martial arts large model can capture movements, preserving and recording them in digital form.
This approach allows the traditional oral transmission and… https://t.co/6OSPtMm6huWhen ancient movements meet modern algorithms, AI carries on the legacy of martial arts. Powered by Baidu ERNIE, the martial arts large model can capture movements, preserving and recording them in digital form. This approach allows the traditional oral transmission and
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AI hallucination leads candidate to wrong company with confidence
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Somewhere, a candidate is walking into the wrong company with total confidence because their “research assistant” hallucinated the restaurant, the CEO, and possibly the menu. I laughed because this is exactly how AI confidence feels before verification enters the room. The