What this is

A trilingual technical blog about AI, GEO and UX design. I document what I build, what fails, and what I measure. No generic theory.

Who it is for

Developers, designers and SEOs who want to optimize their content for AI agents, not just Google.

The principle

No stock photos, no generic prompts. Everything built, tested, and documented with Claude and PHP in real production.

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What I Never Delegate to AI. And Why Delegating Is Not Approving.

What I Never Delegate to AI. And Why Delegating Is Not Approving.

After 6 months building with Claude, I learned that delegating to AI is not giving it approval. It is creating a review step that did not exist before. There are things I always delegate. There are things I never delegate. And the line moved more than I expected.

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Every Tool I Built Started as a Problem I Needed to Solve for Myself.

Every Tool I Built Started as a Problem I Needed to Solve for Myself.

The llms.txt generator was born because I felt hypocritical writing about something I had not tested. Generative identity was born because stock photos feel dead. The graph search was born because search engines feel broken. GEO Tarot was born because I wanted to play with GEO.

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I Asked 4 AIs Who I Am. All Four Described Different People.

I Asked 4 AIs Who I Am. All Four Described Different People.

I asked Claude, ChatGPT, Gemini, and Perplexity to tell me everything they know about me without searching past conversations. Four different profiles. Four levels of detail. None could tell me which conversation they learned each fact from.

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I Gave 5 AIs the Same Endpoint. One Invented Everything.

I Gave 5 AIs the Same Endpoint. One Invented Everything.

I gave the same URL and the same prompt to GPT, Perplexity, Kimi, Meta AI, and Mistral. Four accessed the real data. One fabricated methods, IDs, and structures that do not exist. And every single one requires registration to use.

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