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BXGLNDR

PRJ-2026-07Method

The method: working with AI without losing control

An AI writes fast. The checks decide.

Project at a glance

The need
Build with AI while retaining project rules, checks and handover documentation.
My contribution
Wrote a method kit and applied it to a personal finance desktop app designed to stay local.

What was built

  • Project rules
  • Lessons learned
  • Render checks
  • Desktop app

Method case study, shown without screenshots of personal data. The figures measure the kit’s contents.

This file is text: no screenshot, on purpose.
Nature
Working method and desktop application
Period
March 2026 – August 2026
Client
Internal projectInternal project, no real data shown

The problem

An AI that writes code writes fast, defects included. Delivered without guardrails, it produces interfaces that all look alike — same fonts, same gradients, same turns of phrase — and green tests that check nothing. For a client, speed without control is no advantage: it is a risk.

The approach

Write the method, not just the code.

  • A constitution per project, read at every session: a file tree that does not move, rules that override habits.
  • A lessons log: every mistake paid for becomes a rule, with its case.
  • An anti-slop catalogue: banned patterns, grouped into six families (colour, typography, layout, effects, content, method traps), each with its reason.
  • Measure what is produced, never its description: a colour is read in the served stylesheet, an overflow is measured on screen, nothing is deduced from a class name.
  • Counter-proofs: a check that cannot fail proves nothing.

The solution

Two pieces that answer each other.

  • Vantora, a personal-finance desktop app designed to stay local: import of PDF statements, photos of receipts and emails, an encrypted database on the machine, a hashed PIN, an AI assistant that runs on the computer and sends nothing outside. It was the testing ground for writing the project constitution and the lessons log. No real data is shown on this site.
  • "design claude", the kit that gathers the method, 21 design verbs, 49 assistant skills, tools to measure the render and references from real projects, in a single portable folder.

Evidence

Every figure carries its source. No commercial result is claimed.

  1. 560

    Files in the method kit

    SourceCount of the kit folder, 1 October 2026

  2. 21

    Design verbs

    SourceCount of the kit folder, 1 October 2026

  3. 49

    Assistant skills

    SourceCount of the kit folder, 1 October 2026

  4. 6

    Families of banned patterns

    SourceThe kit’s anti-slop catalogue

Why it is here

Because it answers the question every client asks: how can I be sure that what is delivered has been verified? Every piece in this register goes through this method.

Technical details

The technologies used for this project. Features and their limits are detailed in the narrative.

  • Python
  • Streamlit
  • SQLite chiffré
  • Ollama
  • Claude Code
  • Playwright

Expertise involved

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