60 · Craft — MOC
seed#moc#craft
Up: plan
Temperament > talent. The meta-skill no one teaches directly. The section most likely to make or break the transition.
Mindset shifts (engineer → researcher)
- It runs ≠ it's true — a green pipeline means the code executed, not that the result is valid ⚠️
- Healthy paranoia — distrust your good results most; too-good-to-be-true almost always is
- Experimental equanimity — went well? great. went poorly? also great. Both are information.
- Beginner's mind — engineering priors are sometimes the trap; hold ideas loosely
- Do things other than research — walks, distance from the keyboard; aha moments don't come at the desk
Workflow discipline
- Fast iteration beats parallelism — short cold-starts, tiny fast evals; context-switching is the enemy
- Beware coding-agent dragons — agents silently shorten prompts/seq-lengths/configs; small eng errors are grave science errors
- Don't over-engineer the research infra — build the minimum to iterate + reproduce, not a cathedral ⚠️
- Gruntwork is the job — hundreds of hours of unglamorous labeling/filtering behind every good result
⚠️ The traps checklists — run these before trusting any number
- Leakage checklist — temporal/target leakage; split by user & time, never by row
- Offline→online checklist — does the lift survive an A/B test? is the offline metric a faithful proxy?
- Predict vs cause checklist — does the business want to predict or change the outcome?
- For-profit tension checklist — real research, or incremental engineering relabeled?
Scorecard (the change in reflex)
| Signal | Engineer-me | Researcher-me |
|---|---|---|
| First reaction to a great result | ship it | what's the bug? |
| Train/test split | by row | by user & time |
| Definition of "done" | tests pass | I understand why the number is what it is |
| A negative result | failure | information |
| The business goal | predict | know whether to predict or cause |
| My infra | maximal, elegant | minimal, fast, reproducible |
linked from
- 🧭 Research Vault — HOME (Map of Content)
- 00_Home
- 10 · Foundations — MOC
- Beginner's mind
- Beware coding-agent dragons
- Do things other than research
- Don't over-engineer the research infra
- Experimental equanimity
- Fast iteration beats parallelism
- For-profit tension checklist
- Gruntwork is the job
- Healthy paranoia
- It runs ≠ it's true
- Leakage checklist
- Offline→online checklist
- Predict vs cause checklist