Methods to understand
Organize material by problem, action, outcome, verification, and personal contribution. Do not invent unmeasured benefits. Save demos, tests, and design tradeoffs to support resume claims.
Apply the method to a scenario
Goal: complete a clearly scoped work task using AI. Input: public, task-relevant material. Acceptance: verifiable results and explicitly marked unknowns.
Hands-on workshop
Support every resume project claim with evidence.
- List requirements, personal actions, implementation scope, actual results, and checks.
- Distinguish completed work from plans.
- Remove unmeasured improvement percentages and prepare follow-up answers.
Project: a knowledge-base application serving a real information need Contribution: implement document processing, retrieval, and source display Verification: record retrieval, answer, and citation results for N questions (N comes from actual records) Failures and improvement: describe a reproducible issue and comparison Limits: unverified operations, scale, or business benefits
How to verify
Read the description to another developer and check that they understand your actual contribution and can locate supporting material.
Practice task
Choose a case related to your work and practice "Organize project evidence and resume claims". Submit inputs, steps, results, and verification records.
- Explain the task goal and inputs
- Provide actual results or runnable deliverables
- Identify errors, limits, and verification evidence
Saving a record documents your practice. It does not automatically grant certification.