yeah I shaved off ~15% from our vercel build time just giving codex access to chrome and vercel CLI – pretty fkn magical tbh!
AUTOMATION
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Agent loops need task repetition, code execution, and rejection gates
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Agent loops are not a default, even if it's viral.. They only work when the task repeats, the agent can run the code, and something inside the loop can reject bad output. Miss that gate and you are just automating token burn.
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Krea Podcast interview on AI in architecture studios
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AI in architecture studios – Krea Podcast with Nitsan Bartov
— Krea (@krea_ai) 8 juin 2026
full interview below 👇 pic.twitter.com/lT6fX3mXvWAI in architecture studios – Krea Podcast with Nitsan Bartov full interview below
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Don’t Wait for Perfect Agent; Ship Early and Iterate
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The key shift: don’t wait for the “perfect” agent. Ship early, test intentionally, monitor real behavior, and use production learnings to make the next version better. On June 24, @hwchase17 is walking through how teams are applying the Agent Development Lifecycle to
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Links to resources on loop engineering and AI agents
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Links: Addy Osmani: Loop Engineering https://
addyosmani.com/blog/loop-engi
neering/
… Anthropic: Building Effective Agents https://
anthropic.com/engineering/bu
ilding-effective-agents
… Anthropic: When AI Builds Itself https://
anthropic.com/institute/recu
rsive-self-improvement
… Measuring Agents in Production (arXiv 2512.04123) https://
arxiv.org/abs/2512.04123 Effective Strategies -
DeepAgent for competitive analysis
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deepagent for competitive analysis https://t.co/5WCFalQKTd
— Harrison Chase (@hwchase17) 8 juin 2026deepagent for competitive analysis
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AI agents transition from pilots to core operations in sales, research, security
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AI agents move from pilots to core operations across sales, research and security. Margins and skills pressure push teams to automate decisions, while keeping control tight. Source @Gartner_inc Link https://
gtnr.it/3KasVBM via @antgrasso -
Use ‘Approve for me’ as default for Codex tool calls
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Codex tip: Do yourself a favor and switch to using "Approve for me" by default You should not let your coding agent run free without any checks but also approving each tool call isn't the way "Approve for me" is a good middle ground as it let codex review each tool call and
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Give Codex a clear outcome and let it keep going until achieved
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codex tip: give codex a clear outcome to work towards tell codex what you want to achieve, how it can verify it got there, then let it keep going until it does for example: “make the build faster” is quite vague “measure the production build on vercel, keep going until it’s
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Harvard collaboration study of Perplexity Computer shows efficiency and autonomy
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We're sharing a comprehensive study of Perplexity Computer in real-world deployment in collaboration with Harvard Computer is more cost and time-efficient, unlocks cross-disciplinary search beyond the reach of multi-step search, and provides higher autonomy and quality in the