Treat outputs as drafts. Improve through deliberate re-prompts.
Example:
Prompt 1: “Give me 10 startup ideas in AI.”
Prompt 2: “Rank them by potential market size.”
Prompt 3: “Now expand the top 2 into 500-word business memos.”
This simulates senior-level reasoning.
8. Mix models strategically
Different models excel at different tasks. Route accordingly.
Example:
– Use Claude for summarization.
– GPT-5 for reasoning.
– MidJourney for visuals.
– Runway for video.
Orchestrate them like an ensemble, not one model doing all.
9. Prompt as negotiation, not command
AI isn’t a vending machine. You steer it like a dialogue.
Example:
First ask: “Draft a 3-paragraph op-ed on AI safety.”
Then refine: “Paragraph 2 is too soft. Make it more contrarian.”
Then polish: “Rewrite the closing line as a tweetable quote.”
This iterative shaping = expert prompting.
10. Build reusable prompt libraries
Experts don’t reinvent each time. They keep modular prompts they can adapt.
Example:
– Template: “Explain {topic} in {format} for {audience} with {tone}.”
– Plug variables: “Explain diffusion models in a 60-second TikTok script for high schoolers, funny tone.”
Reusable, scalable, efficient.
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It not only writes code but also creates clear specifications, generates and executes tasks, and even detects bugs.
Here are some wild examples (and yes-it’s FREE):
1/ Convert prompts into requirements definitions From instructions like "Add a review function," generate clear requirements that developers can immediately act upon.
2/ Generate system design from requirements Scan the codebase and specifications to automatically create interface definitions, data flow diagrams, API routes, and DB schemas. Always reflect the actual system design.
1. Google Doppl 2. HeyGen launches Video Agent 3. Google releases Gemini CLI 4. AlphaGenome by DeepMind 5. OpenAI loses key researchers to Meta 6. ElevenLabs launches 11ai VA 7. Tencent’s GameCraft and more...
Everything you need to know: 🧵
1. Google launched Doppl, a virtual try-on app for clothes.
Just upload your photo, and it shows you wearing different outfits, even keeping your accessories like bags or shoes.
It also animates your look to make it more realistic.
Currently available in the US (18+).
2. HeyGen launched the world’s first “Creative Operating System.”
Upload a doc, footage, or even just a sentence.
It analyzes, finds the story, writes the script, selects or generates footage, casts actors, and edits everything.