What I'm learning while building.

Build notes, lessons learned, and technical essays by Aymeric Dijoux. Not a regular blog — I write when I have something worth sharing.

Based in Paris · Épinay-sur-Orge (Essonne) & Réunion Island

Aug 26, 2026

Claude invented utils/headers.py:72, and I designed an architecture on top of it

An entire access-control design rested on a line of code that doesn't exist. The code wasn't wrong — the ground was. Here's why a fabricated line number is an agent's most effective lie, and the guardrail that catches it.

ia · claude · process · 6 min
Aug 26, 2026

Filing information redistributes nothing

Family apps are very good at filing a household's information. None of them change who has to think about it. Building Noan, I spent more time on that shift than on every feature combined — and on the tightrope it forces: making invisible work visible without keeping score.

indie · build · mobile · 7 min
Aug 26, 2026

I read my own telemetry: I don't write specs, I steer in flight

42 sessions, 913 messages, 155 commits. The report doesn't show what I thought I was doing — it shows what I actually do: hand over broad missions, let them run, and correct mid-flight instead of specifying upfront. Here's the loop, and what it costs.

ia · claude · process · 8 min
Jul 29, 2026

From prompt engineer to agentic AI engineer — the 5 patterns that transformed me

They say it takes 14 steps to become an agentic AI engineer. Spoiler: real transformations fit into 5 architectural patterns. Here's how I learned it's no longer about talking to the model, but building a system that decides.

ai · claude · process · build · 17 min
Jul 20, 2026

Perplexity is pulling back from MCP internally. Here's the POC that dodges the same wall.

Perplexity is pulling back from MCP internally, and their reasons are real. But token bloat and weak permissions are a wiring problem, not a protocol one. Here's a POC that exposes my tools once and grants each agent only its slice.

ia · tools · build · 8 min