experimentlisted
Install: claude install-skill SamyakJhaveri/loam
ultrathink
# Experiment Lifecycle Orchestrator
Use when designing, running, tracking, or evolving structured experiments.
Enforces hypothesis validation, reproducibility, and evolution tracking.
Domain-agnostic — works for LLM evals, HPC benchmarks, statistical analyses,
anything structured.
**Trigger:** When user types `/experiment` with a subcommand.
## Iron Law
```
NO EXPERIMENT WITHOUT A HYPOTHESIS. NO RUN WITHOUT A PLAN. NO EVOLUTION WITHOUT A RATIONALE.
```
## Arguments
- `$ARGUMENTS` — subcommand and parameters:
- `init <name>` — create new experiment with directory structure + spec
- `plan <name>` — mandatory pre-flight + batch planning (stops for approval)
- `run <name>` — execute approved plan with reproducibility enforcement
- `evolve <name>` — update spec with rationale + version bump
- No argument or `help` — display usage summary
## Anti-Rationalization Table
| Excuse | Reality |
|--------|---------|
| "Just run it quick" | Pre-flight exists because poorly-designed experiments waste more time than the 5 minutes of validation |
| "I'll document the changes later" | Later never comes. The version history IS the documentation |
| "The results speak for themselves" | Results without a prior hypothesis are unfalsifiable post-hoc stories |
| "I just need to tweak one parameter" | That's an evolution. Record what changed and why, or in 3 months you won't know which version produced which results |
| "I'll add the config later" | The hook will block y