Observe · Change · Recompute · Explain
把回答写成可复盘的实验记录
Read-only · exact teaching model
评分不是为了给人贴标签，而是为了指出下一条可验证的证据。
这一课怎么学
- 观察
- 预测
- 改一个量
- 看证据
- 再读代码
A story is a measurable interface
Score context, action, result, failure and ownership instead of memorizing a paragraph.
// Interview Defense Lab — executable rubric
const evidence = weighted({ context, action, result, failure, ownership });
const clarity = weighted({ specificity, metrics, stakeholders, tradeoff });
const timing = answerSeconds / targetSeconds;Tradeoffs need an explicit boundary
The answer becomes senior when it names the cost and fallback.
if (!aiDisclosure || !aiVerification) risk = "high";
if (evidence < 55 || clarity < 55) risk = "high";
else if (evidence < 75 || clarity < 75) risk = "medium";
Missing evidence becomes the next question
A defense lab turns weak spots into a practice queue.
followUps = missingEvidence.map((gap) => promptFor(gap));
reportId = stableHash({ scene, evidence, clarity, timing });