Not exactly a benchmark, but I always tell people the best way to test a model is to have a conversation with it about something you know a ton about. Gardening, running, music, tv, whatever it is. You get a feel fast for where its strengths/weaknesses are, then go from there
PROMPT ENGINEERING
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Precise Image Editing with input_fidelity Parameter Now Available
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Editing with image generation just got a lot more precise! 🌠
— Romain Huet (@romainhuet) 16 juillet 2025
Check out @kagigz’s video on setting `input_fidelity` to preserve faces, logos, and fine details in the API. Use "high" to make the model work harder to match your image’s style and features. https://t.co/SxIRG3LhDUEditing with image generation just got a lot more precise! Check out @kagigz
’s video on setting `input_fidelity` to preserve faces, logos, and fine details in the API. Use "high" to make the model work harder to match your image’s style and features. -
Fast Prompting Tips for Better Replies
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Fast prompting tips: • Give it a role
• Add “Max 100 words”
• Ask “What if you disagreed?”
• Say “Turn this into 5 steps”
• Write “Avoid buzzwords”
• Add target audience “Explain this to a 5 year old” Small tweaks = way better replies. -
AI Agents Meetup: Context Engineering Strategies with LangGraph
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Join us for an AI Agents Meetup on context engineering for agents! LangChain's @RLanceMartin will break down common strategies for context engineering, review how some popular agents implement these approaches, and explain how LangGraph is designed to support them. RSVP:
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New Metrics for Evaluating AI Project Complexity Beyond Hours
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2. Traditional metrics of engineering hours/days don’t work for AI. Two metrics I use to evaluate the complexity of a project: – how many instructions I need to give AI until it completes a project
– how often I have to interrupt it because it goes into the wrong direction -
Training Methods for AI Models: Fine-tuning vs RAG Approaches
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When you say you train them, do you actually fine-tune them? Give it info via RAG? Something else? This is interesting. Just curious the method you use.
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Prompt to Summon a Council of Wise Thinkers
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Steal my Claude Opus prompt to convene a council of five wise thinkers to solve any problem. —————————-
FIVE THINKERS COUNCIL
—————————- You are operating as an elite cognitive simulation engine, designed to emulate a high-level -
Mastering Prompt Engineering to Reduce AI Hallucinations
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Want to dive deeper? Check out the recent iteration I wrote about this: https://
louisbouchard.substack.com/p/prompt-engin
eering-vs-hallucinations?r=25qlky&utm_campaign=post&utm_medium=web&triedRedirect=true
… How are you leveling up your AI conversations? Drop your favorite prompt trick! -
Build and Maintain Your Personal Prompt Templates Library
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Quick Tip: Keep a personal “prompt library.” Save your best templates! You’ll reuse them everywhere.
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Iterate Relentlessly: Refine Prompts Through Feedback
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Iterate Relentlessly
Prompt → inspect → refine. Every “bad” answer is feedback! Tighten scope, add detail, or rephrase until it works for you.