[Experiment Title]¶
Context¶
Why this experiment was needed. What problem are we solving?
Background: - Current situation - Pain points or gaps - What led to this investigation
Goal: Clear statement of what we're trying to achieve.
Hypothesis¶
What we believe will work and why.
Expected Outcome: - What success looks like - Key metrics or criteria - Acceptable trade-offs
Alternatives Considered: - Other approaches we might explore - Why we're starting with this hypothesis
Experiments¶
Experiment 1: [Approach Name] (YYYY-MM-DD)¶
Commit: abc123
What We Tried: - Specific approach details - Configuration used - Test conditions - Implementation notes
Results: - What happened (be specific) - Performance metrics (if applicable) - Issues encountered - Unexpected findings
Decision: Continue | Pivot | Abandon
Rationale: Why we made this decision
Experiment 2: [Another Approach] (YYYY-MM-DD)¶
Commit: def456
What We Tried: - Different approach details - Why this variation - What changed from Experiment 1
Results: - Outcomes - Comparison to previous experiment - New insights
Decision: Continue | Pivot | Abandon
Rationale: Decision reasoning
Experiment 3: [Further Iteration] (YYYY-MM-DD)¶
Commit: ghi789
[Continue pattern for each significant experiment/iteration...]
Final Results¶
What Worked¶
Successful Approach: - Details of the winning approach - Why it succeeded - Performance characteristics - Trade-offs accepted
Key Factors: - What made this approach successful - Critical implementation details - Dependencies or requirements
What Didn't Work¶
Failed Approaches: 1. [Approach Name]: - Why it failed - What we learned - Avoid in future because...
- [Another Failed Approach]:
- Failure details
- Lessons learned
Key Decisions¶
- [Decision Title]
- Choice: What we decided
- Rationale: Why we chose this
- Trade-off: What we gave up
-
Impact: How this affects future work
-
[Another Decision]
- [Same pattern...]
Constraints Identified¶
- Technical limitations discovered
- Resource constraints
- Integration challenges
- Dependencies or blockers
Performance Metrics¶
| Approach | Metric 1 | Metric 2 | Metric 3 | Outcome |
|---|---|---|---|---|
| Approach A | X | Y | Z | ❌ Failed |
| Approach B | X | Y | Z | ✅ Success |
Implementation Status¶
- [ ] Research complete
- [ ] Approach validated
- [ ] Implementation merged
- [ ] Documentation updated
- [ ] Tests added
- [ ] Deployed/Available
Follow-Up Work¶
Immediate¶
- Tasks to complete this work
- Required follow-ups
- Integration work needed
Future¶
- Potential improvements
- Related experiments to consider
- Long-term optimizations
Lessons Learned¶
- [Lesson Title]
- What we learned
- How it changes our approach
-
Application to future work
-
[Another Lesson]
- [Same pattern...]
References¶
- Related Documentation
- External Resource
- Related Issue
- Related PR
- Code files:
src/path/to/implementation.py
Total Time: X hours/days Commits: List of major commits or commit range Lines of Code: Approximate LOC if applicable Outcome: ✅ Success | ⚠️ Partial | ❌ Failed