Claim Audit
Separate assertion from evidence and identify unsupported confidence.
DO LESS. PROVE MORE.
Complex technical work often fails the credibility test not because teams do too little, but because they claim too much. Do Less. Prove More. is a practical field guide to setting proof boundaries, defining evidence obligations and reducing residual uncertainty before a decision depends on the work.
THE BOOK
This book is for senior engineers, architects, AI/ML practitioners, technical product and program leaders and technology executives who need to make consequential decisions without pretending uncertainty has disappeared.
Its central idea is simple: every meaningful claim creates a proof obligation. The job is not to create the appearance of completeness. The job is to define what is being claimed, test what matters and state what remains unknown.
FIELD TOOLS
Separate assertion from evidence and identify unsupported confidence.
Define where a claim applies, where it does not and what conditions matter.
Score whether the evidence process is explicit, bounded and reproducible.
Ask whether the test set is adequate for the decision being made.
Frame what an AI evaluation can and cannot support.
ESSAYS & NOTES
Short essays and field notes will extend the book with examples, counterexamples and evolving ideas around claims, proof obligations, trust boundaries and residual uncertainty.
Essay publishing begins after the core book manuscript is locked.
READER LAB
Claim, proof obligation, evidence sufficiency, proof boundary, residual uncertainty and weakest trust boundary.
Downloadable worksheets, checklists and working templates are forthcoming.
Video explainers and future YouTube sessions will be linked here.
SPEAKING & TEAMS
Future offerings will include executive briefings, team workshops, bulk adoption paths and facilitated claim-audit sessions for technical organizations.
Media kit, purchase links and verified endorsements will be added only when available.
THE COMPANION BOOK
The Outcome Leader focuses on turning strategy into measurable outcomes through clarity, decision rights, mobilization and evidence.