2/ So when you prompt it to “be cautious” or “never state unverified info”… It doesn’t actually get more reliable. It just learns to write like someone trying to be cautious. Keyword: “trying.”
PROMPT ENGINEERING
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LLMs improvise, not hallucinate: the uncomfortable truth
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LLMs don’t “hallucinate.” They improvise. Calling it a bug is just a polite lie. Here’s the uncomfortable truth about how AI really “thinks” And why your prompt can’t fix it :
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LLM Prompts Enable Solo Product Building Without Code
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You don’t need code.
You don’t need funding.
You don’t even need a cofounder. With the right LLM prompts, you can: → Design apps
→ Generate specs
→ Plan launches
→ Ship MVPs AI just made solo product building possible for everyone. -
Translate Rough Sketches into Screen Blueprints with AI
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7. Translate rough sketches into real components
— God of Prompt (@godofprompt) 8 septembre 2025
Have a napkin sketch or messy notes? AI can turn them into screen blueprints.
Prompt:
“Here’s a rough sketch: [describe screens].
Translate this into detailed screen components and UX logic for each page.” pic.twitter.com/Lzu4VsyOGv7. Translate rough sketches into real components Have a napkin sketch or messy notes? AI can turn them into screen blueprints. Prompt: “Here’s a rough sketch: [describe screens].
Translate this into detailed screen components and UX logic for each page.” -
Analyze and beat competitors using LLM prompts
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5. Analyze and beat competitors
— God of Prompt (@godofprompt) 8 septembre 2025
LLMs can reverse-engineer top apps and help you find your edge.
Prompt:
“Compare [Your App] to [Competitor A] and [Competitor B]. List their features, positioning, pricing, and UX. Suggest opportunities to stand out.” pic.twitter.com/vOSbTcImNj5. Analyze and beat competitors LLMs can reverse-engineer top apps and help you find your edge. Prompt: “Compare [Your App] to [Competitor A] and [Competitor B]. List their features, positioning, pricing, and UX. Suggest opportunities to stand out.”
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Map the full user experience from first click to daily use
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3. Map out the full user experience
— God of Prompt (@godofprompt) 8 septembre 2025
User flow = everything from first click to daily use.
AI can now map this like a full-stack UX team.
Prompt:
“Act as a UX designer. Map the full end-to-end user flow for a [app type]. Include: sign-up, onboarding, feature use, and… pic.twitter.com/Qd0yOykDmJ3. Map out the full user experience User flow = everything from first click to daily use.
AI can now map this like a full-stack UX team. Prompt: “Act as a UX designer. Map the full end-to-end user flow for a [app type]. Include: sign-up, onboarding, feature use, and -
Generate wireframe layouts from thin air
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2. Generate wireframe layouts from thin air
— God of Prompt (@godofprompt) 8 septembre 2025
You don’t need Figma to get started.
Just describe the app, and AI will sketch layout logic.
Prompt:
“Based on this app idea, describe 3 wireframe layouts for the homepage. Include sections, user actions, and visual hierarchy.” pic.twitter.com/aYspc56UDL2. Generate wireframe layouts from thin air You don’t need Figma to get started.
Just describe the app, and AI will sketch layout logic. Prompt: “Based on this app idea, describe 3 wireframe layouts for the homepage. Include sections, user actions, and visual hierarchy.” -
10 prompts for using AI to build apps without coding
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You don’t need to touch code to build apps anymore. AI can now help you: → Design entire workflows
→ Plan features like a PM
→ Map screens like a UX pro
→ Write product specs
→ Build with no-code tools Here are 10 prompts anyone can use in ChatGPT, Claude, Gemini, or -
Multiple Agents Better Than Single Prompt for Puzzle Refinement
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You can do this better with multiple prompts, or with a series of agents to refine a puzzle, but single prompt approaches run into the problem that the AI creates extraneous stuff for the puzzle which it cannot then remove, forcing it to build increasingly weird justifications.
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Codex Agent Excels with Vibe Coding Prompts Out of Box
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Codex is just a generally good agent so most of my vibe coding prompts should work out of the box!