Writing
Verified, Not Trusted: Expense Analysis, Part Two
Imperative Python controls expense analysis and verifies model contributions through source evidence, reconciliation, and exact calculations. Jev and LLMs handle bounded judgments.
Topic
Verified, Not Trusted
Evidence and reproducible checks for AI-generated claims, with explicit limits on what has been established and what remains uncertain.
2 pages
Writing
Verified, Not Trusted: Expense Analysis, Part One
Expense totals need verifiable source coverage and reproducible calculations. Two prompts show how parsing, category rules, refunds, and code shape the evidence.