Investigate

Investigate

A discipline for researching an open question. Four phases, run in order. Skipping any phase requires stating why and getting the user's agreement first.

Core Principle

Do before think. Every conclusion must rest on verifiable evidence. Assumptions do not count as evidence.

Anti-Pattern: Evaluating from Unverified Premises

DO NOT discuss the merits of any option before completing Phase 1.

This produces garbage conclusions:

• Intuition scores dressed up as criteria
• Comparing two options when basic facts about neither have been checked
• Inferring real-world quality from a README intro or a paper's metric
• Assuming an API / flag / setting exists without reading source or running the command

WRONG (lateral inference):
  "Option A looks good, quality should be fine"  → license/real-sample not checked
  "This library should have a streaming API"     → source not read
  "The current architecture should plug in fine" → relevant modules not read
  "The detector probably catches it"             → overlay images not viewed

RIGHT (verify, then evaluate):
  Read LICENSE → confirm commercial use → then evaluate further
  Read source / run --help → confirm API exists → then design integration
  Read existing modules → confirm interface + coupling surface → then propose architecture
  Read overlay images → confirm detection quality → then talk about metrics

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Phase 1 — Don't Assume, Verify

Turn every "I think" into "I saw".

Actions

• Write down every premise this question relies on (do not keep them in your head)
• Pair each premise with the cheapest possible verification action
• Run the verifications. If a premise turns out false, stop and reframe the question

Verification Tools, in Priority Order

1. Read files / overlay images > grep-and-guess from filenames
2. Run --version / --help / an actual invocation > read README
3. Read LICENSE > read README intro
4. Read source > trust docs
5. Test on real samples / real environment > look at metrics or marketing

Red Flags (Stop When You See One)

• Sentences containing "should", "in theory", "probably", "looks like", "I recall"
• Comparing third-party options without having opened LICENSE
• Discussing architectural integration without having Read the relevant modules
• Discussing detection / quality without having opened overlay / benchmark images
• Inferring an API / flag / setting from training-data memory

Phase 1 Done Condition

• A table exists: premise → verification method → result
• No conclusion below rests on an unverified premise

Without this checklist complete, do not enter Phase 2.

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Phase 2 — Evaluation with Explicit Criteria

Pick the criteria set that matches the research type. Check criteria in order; any fail eliminates the option — do not continue to the next criterion.

Third-Party Option / Model / Library

• License permits the target use case (production / commercial / etc.)
• Compatible with the existing stack (no major rework)
• Resource cost is acceptable (weight size, memory, runtime)
• Real-sample quality is acceptable (measured, not metrics or marketing)
• Maintenance is acceptable (active repo, no large unresolved issue backlog)

Architecture / Design Proposal

• Solves the real problem (not a related-sounding but unimportant one)
• Reversibility is acceptable (cost and feasibility of rolling back)
• Coupling surface is acceptable (how many modules / tests are affected)
• Consistent with existing conventions (or there is an explicit reason to diverge; consult relevant ADRs)
• Better than the current approach — and worse — both written down

Configuration / Setup Decision

• The effect of the setting has been verified in the real environment (not inferred from docs)
• Blast radius is clear (which files / flows / users are affected)
• Default and override behaviour have both been tried
• The change is reversible

Anti-Pattern: Averaging Away a Hard Fail

DO NOT use "but the other criteria look great" to cover a hard fail.

A hard-criterion fail (license, reversibility, compatibility) is a fail. It cannot be compensated by other criteria.

Phase 2 Done Condition

• Every criterion has Phase 1 evidence attached (file path / command output / screenshot)
• No score is an "impression score"

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Phase 3 — Structured Report

Default: report inside the conversation only. Do not write files, open changes, or write memory on your own initiative.

Report Format

## Conclusion
One sentence: feasible / not feasible / undecided, plus the single deciding factor.

## Verified Premises (Phase 1)
- premise → verification method → result

## Evaluation (Phase 2)
| Criterion | Result | Evidence (file path / command output) |
|-----------|--------|----------------------------------------|
| ...       | ✅/❌  | ...                                    |

## Unanswered Questions
- ...

## Recommendation
- Recommended next step, and why

Anti-Pattern: Pushing the Next Step

DO NOT end the report with "Should we start work?" / "Should we open a change?" or similar.

After reporting, wait for the user to decide. Persistence actions (writing a research file, writing memory, opening a ticket) happen only after the user explicitly asks.

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Phase 4 — Exhaustive Questioning

The second-biggest failure mode in research is stopping at the first plausible answer.

Questioning Checklist (Attempt Each At Least Once)

• Are there other options? List at least two alternatives and evaluate them with the same criteria
• Under what conditions would this conclusion be wrong? Imagine a scenario that overturns it; if you can't, verification is probably insufficient
• What is the worst case? Blast radius and rollback cost when the option fails
• What did I skip? Re-read the Phase 1 red-flag list and confirm no hidden premise remains
• Will this conclusion still hold in 6 months? Will the license change? Will the library deprecate? Will requirements shift?

Stop Conditions

You may stop only when one of these is true:

• Every question above has a clear answer and none of them breaks the Phase 2 conclusion
• Remaining questions need information only the user has, and they are listed under "Unanswered Questions" in the report
• The user has explicitly said you may stop

"I'm tired" / "this is probably enough" are not stop conditions.

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End-of-Phase Self-Check

[ ] Did I skip verifying any premise in Phase 1?
[ ] Did I use an impression as evidence?
[ ] Did I write a file / open a change / write memory on my own initiative?
[ ] Did I cut Phase 4 short?

If any answer is "yes", return to the matching phase and redo it.