What goes to the model, what stays in code

1. Viewfinder

   State minimalism · 取景框

   Frame only what is being judged

2. Menu

   Candidate enumeration · 菜单

   Order only what is on the menu

3. Question bank

   Rules as questions · 题库

   One rule, one question

4. Ghostwriter

   Decide/generate split · 代笔

   Jev decides, the ghostwriter writes

How one request is shaped

1. Questionnaire

   Flat fan-out · 问卷

   One thing per question, all at once

2. Prefetch

   Speculative heads · 预问

   Ask every branch, read the one you take

3. Blind review

   Cross-check · 盲审

   The reviewer never sees the answer

4. Funnel

   Cascade · 漏斗

   Cheap first, expensive last

How a probability becomes an action

1. Traffic light

   Tiered thresholds · 信号灯

   Red stops, amber looks, green goes

2. Grey zone

   No-judgment band · 灰区

   0.5 is not medium, it is unknown

3. Thermostat

   Hysteresis · 恒温器

   On at 20°, off at 22°

4. Scorecard

   Composite scoring · 记分卡

   The model scores, code adds up

How you know it holds

1. Inspection

   Contract validation · 验货

   A missing part is not a zero

2. Fail open, fail closed

   Failure-mode knob · 常开常闭

   Decide now which way the door fails

3. Flight recorder

   Journal & replay · 黑匣子

   Record the probability, not the action

4. Check-up

   Measured calibration · 体检

   Questions get check-ups too