@diamond_pepe_ft https://t.co/d9ArOL64ZU

How to effectively run autonomous long-running coding agents? This is one of the most exciting discussions on agents I've ever had. I recorded it and am making it freely available. (bookmark it) The idea of autonomous long-running agents is a real thing. We talk about lots of things like /goal, /loop, and dynamic workflows, and what comes next. One interesting discussion was around how to make the agent run for longer while ensuring it stays on track. Most models today will struggle to coordinate work effectively. They sometimes pause the work early. Lots of mistakes happen, and lots of weird shortcuts (reward hacking). What helps is to be extremely clear about the goals it needs to achieve. To clarify the dos and don'ts clearly. Eliminate any assumptions you think the model would make. Deep expertise matters so much in this. But you can get far through careful planning. My formula currently is to use Opus 4.8 for planning carefully and GPT-5.5 for all executions. For the evaluator (via /goal), I am often using something like Deepseek or the latest models from Qwen, Kimi, and MiniMax, etc. Another insight we discussed to enforce goals is to provide strong visual cues for the agent to compare with. I found that a multimodal goal is a much stronger goal than a plain text one. And use agents to help you set clear goals. Watch here: https://t.co/ML3bSwGjUG

Your standards. Your tools. Every review. Copilot code review supports custom agent skills and MCP server connections. Now in public preview for existing Copilot Pro, Pro+, Business, and Enterprise users. Bring your org's context and standards right into the diff. 💡 https://t.co/cAuIkVClEm

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Introducing World Tracing Generative pixel-aligned geometry, beyond the visible. Faithful to your pixels. Complete in 3D. One image in — objects, scenes, even dynamic worlds emerge in full geometry, every point traced back to the pixel it came from. 🌐 https://t.co/SWTUhlXAP8 🧵 [1/6]

We're rolling out a refreshed workspace switching experience to @ChatGPTapp on iOS. If you have multiple workspaces (business, clinician, etc) give it a try. https://t.co/8zpddiBa1w

@Av1dlive https://t.co/d9ArOL64ZU

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America is back 🫡 https://t.co/mAcL3azJB3

America is back 🫡 https://t.co/mAcL3azJB3

Have a great week end (don't forget to touch grass 🍃) https://t.co/VGXkHsdmWD