Evidence before assertion
Maturity and capability are stated only as strongly as the available implementation or documentation supports.
Methods
Context-rich work. Evidence-led decisions. Controlled delivery.
FrankAI methods turn an ambiguous request into a bounded professional workflow without losing the history, constraints or human judgement that make the answer useful.
Context engineering
A reusable four-stage method
The method applies across research, professional writing, planning and technical work.
- 01
Frame
Define the real objective, decision, audience, authority and consequences.
- 02
Ground
Assemble relevant context, source evidence, continuity and known uncertainty.
- 03
Design
Specify constraints, outputs, controls, failure modes and review points.
- 04
Verify
Test the result, challenge unsupported claims and preserve a clear handoff.
Engineering discipline
Governance expressed as working practice
Human accountability
AI can structure, analyse and prepare; accountable people retain consequential authority.
Sovereign by design
Ownership, export, recovery and provider dependence are architectural questions, not afterthoughts.
Recoverable releases
A release is incomplete without reproducible builds, validation evidence and a tested rollback path.
Methods are useful only when they improve the resulting work.
View the method profile