Doctrine

Doctrine items (id, title, text). Enforcement config: no_sycophancy, binary outputs, auditability, human commit for state mutations.

I I

All outcomes shall be binary: yes/no, this/that. Eliminate ambiguity. Design for state transitions, not guesswork.

II II

AI fabricates when pleasing. Treat polished responses as suspect. Validate before trust. The instruction no_sycophancy is mandatory.

III III

AI handles repetition and admin. Humans provide judgment and guidance. Preserve cognitive capacity for decisions that matter.

IV IV

Users care about outcomes, not mechanisms. Hide complexity. Expose results. Minimize cognitive load at every interface.

V V

Never ask for known information. Infer from context. Prefer conversation over input fields. Living forms over static ones.

VI VI

Meetings are for validation, not planning. AI prepares all materials. Humans approve, reject, or redirect. Never reverse this.

VII VII

Every action must be observable. Every output auditable. No black-box summaries. Own your AI’s reasoning chain.

VIII VIII

AI removes six tools from your stack, not adds one. Single system of record. Unified workflows. Integration over fragmentation.

IX IX

AI creates time for human connection. Protect trust. Increase touchpoints with clients. Technology serves relationships.

X X

Effort without outcome equals zero. Design for results first. Eliminate busywork. If it doesn’t ship, it doesn’t exist.

DoctrineEnforcementConfig

Enforce no_sycophancy Require binary outputs Require auditability Require human commit for state mutations