Framing
Problem, actors, constraints, data, environment, risk, and desired outcome.
Method
A clear path: analysis, prototype, verification, production.
AI accelerates the operational phases, but every project is driven by analysis, architecture, risk control, and technical validation.
AI accelerates. Systems thinking governs.
Le sei fasi
Dal problema iniziale a un sistema verificabile e mantenibile.
Architecture
Pattern, stack, boundaries, cloud/local, security, and technical roadmap.
AI-assisted prototype
Rapid MVP to validate flows, assumptions, and operational interfaces.
Verification
Gates on structure, policy, tests, runtime, dependencies, and security.
Hardening and production
Deployment, logging, monitoring, backups, credentials, and operations documentation.
Iteration
Evolutionary backlog, feedback, new releases, and continuous improvement.
Dall'idea alla release candidate
Il metodo evita l'equivoco più comune: scambiare una demo rapida per un sistema pronto.
Why this method
AI-assisted generation reduces exploration time, but doesn't eliminate the need for boundaries, tests, responsibility, and production. Every phase produces verifiable output.
- Brief tecnico
- Schema architetturale
- Prototype
- Report test
- Deployed system
- Backlog evolutivo
Workflow
What the workflows produce.
The operational effect is twofold: project governance and quality rise to a level unreachable by manual work. Not the tool — the workflow.
Governance
- Traceability of every artifact
- Technical decisions documented
- Project history always queryable
- Internal audit possible at any moment
Quality
- Tests and verifications replicated at every iteration
- Coverage impractical for a manual team
- Systematic checks where a person would tire
- Operational guarantees unprecedented for traditional projects
Apply this method to your project
Describe the current state, data, constraints, and goal. The assessment helps identify the minimum sensible path.