Free resource — AGDA-E Lite
Before AI can design your project, it has to understand it.
A practical kit to prepare your project before asking AI to design, audit or extend it.
Powered by AGDA-E Lite — by Federica Bortolussi / UnoZero

The problem
The problem is not always the prompt.
When an AI agent does not know what the project is, who it serves and what has already been decided, it has only one option: it guesses.
WITHOUT CONTEXT
- Guesses the category
- Invents the positioning
- Applies generic patterns
- Produces misaligned output
- Requires endless correction
WITH CONTEXT
- Understands the project
- Uses established positioning
- Follows existing rules
- Produces aligned output
- Needs minimal correction
What you will do
Turn scattered project material into AI-operable context.
01Map your project sources02Separate facts from assumptions03Identify category and positioning04Extract communication rules05Document critical gaps06Test context survival
Who it is for
Use it before asking AI to design, audit or extend a project.
FOUNDERS
Preparing a new product or service for design execution.
DESIGNERS
Working with AI agents on communication or complex UI.
STRATEGISTS
Structuring scattered project material before AI analysis.
CONSULTANTS
Building AI-ready project briefs for internal or client teams.
TEAMS
Tired of generic AI outputs that miss the project reality.
The method
A lightweight extraction protocol before generation begins.
AGDA-E Lite structures project context into nine extraction layers, producing a Project Intelligence Summary before any AI output is generated.
STEP 0Source Verification GateE0Project CorpusE1Category & Competitive IntelligenceE2Positioning ExtractionE3Communication ExtractionE4Visual Language ExtractionE5Structural Architecture ExtractionE6Project Intelligence SummaryE7Critical Gaps RegisterE8Operational Validation Test
Free download
Download the free Project Context Extraction Kit.
A practical worksheet-style PDF to prepare your project before giving it to an AI agent. 17 pages. Free.
Not just better prompts.
Better context architecture.