Journalists: if you ever have a thing you understand to be true, but cannot cite it or get it past editors due to commitments made to sources, describe your belief about the world to an LLM and ask the LLM if it can find public evidence which unambiguously confirms the belief.
PROMPT ENGINEERING
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Prompt Engineering Critical for Reliable Image Generation Results
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If you tweak the prompt to force it to think, then Images v2 gets it right. But the simple prompt seems to always fail (with extended thinking on, and also when saying try again, or asking it to think about it first)
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Images v2 struggles with Rubik’s cube rotation sequences
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I tried to see if Images v2 could rotate a Rubik's cube, starting from a solved state and showing the state after one turn, and then after a different turn (showing all 3 states in a single image). It struggled to start with, I nudged with: "consider the colors we cannot see".
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Token Role Markers Enable Context Attribution in LLM Chatbots
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We convert LLMs into chatbots by using markers, eg User and Assistant: User: What's the capital of France?
Assistant: Paris.
User: What did I just say? the "I just said" attribution works because the tokens are cleanly labeled with role markers. But strip the markers and -

GPT Image 2 + Sider AI workflow creates instant brand kits
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GPT Image 2 + Sider AI is INSANE → You search for a product on Google
→ You pass the photo to Sider with 1 prompt
→ Professional brand kit instantly All without switching tabs Prompt below -
Developer Questions Prompt Rewriting in Image Generation API
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I've been mostly prompting the new model directly via the client.images.generate() API, I have no idea if that rewrites my prompts at all or if it passes them straight to the model – details here
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ChatGPT Generates Where’s Waldo Style Raccoon Ham Radio Image
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That's from this ChatGPT conversation – https://
chatgpt.com/share/69e90ba5
-7760-83e8-9e09-f06e25a90930
… – my prompt was "Do a where's Waldo style image but it's where is the raccoon holding a ham radio" -
Reverse Engineering AI Image Prompt via Browser Network Inspector
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… turns out if you dig around in the browser network inspector enough you CAN find the prompt – here's the prompt it used for this image
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SF Meetup: Building Better AI Agents with Improvement Loops
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Join us in SF for a meetup on building better agents with the agent and code improvement loops. You'll hear talks by @samecrowder
, Head of Product at @LangChain
, and @nnennahacks
, AI Developer Relations Lead at @QodoAI
. Sam will walk through the agent improvement loop and how