Design statistically rigorous A/B tests and interpret experiment results.
Minimize the blocking surface of ML and scientific experiment gates.
Design of Experiments skill for systematic optimization of nanomaterial synthesis and processing
SSH job queue for multi-seed/multi-config ML experiments with OOM-aware retry, stale-screen cleanup, and wave-transition race prevention.
Documents the results of a completed experiment or A/B test with statistical analysis, learnings, and recommendations.
Use when the credibility of an Experimental Economics (ExpEcon) manuscript rests on experimental control — incentive compatibility…
Use when designing or defending the field-experiment or modelling design of a Field Crops Research (FCR) manuscript — multi-environment…
Use when designing or stress-testing the experiments for a Journal of Consumer Psychology (JCP) manuscript — manipulations, controls and…
Use when targeting Experimental Economics or deciding whether a lab- or field-experiment manuscript fits this venue.
Designs, runs, and reads A/B tests and growth experiments — hypothesis, sample size, duration, and honest interpretation.
Guides work on `packages/frontend/editor-ui` experiments. Use when creating, extending, wiring, testing, reviewing, or retiring editor-ui experiments, PostHog feature flags, experiment key indexes,…
Alias for $council --mode=debate (adversarial named-persona debate).
Audit battery/materials evidence, mechanisms, experimental comparisons, and manuscript claims.
For expert opinion writing practice: assigns norm, burden of proof and counter-argument; result: test product with risk and next step.
Multi-framework content review with convergent synthesis.
Use when a user wants an AI, LLM, machine-learning, agent, optimizer, protocol, or infrastructure topic turned into a sourced visual…
Use when the user asks for a rich explanation of a code change, diff, branch, or PR.
Use when dense technical reports, status updates, incidents, errors, decisions, or prior answers need to be restated for a nontechnical…
Explain SwiftASB in user-facing terms, including what it does, what it does not do, adoption tradeoffs, licensing, and when it is or is…
Interview an engineer about the gap between what their non-technical manager expects and t
Use when explaining code, technical concepts, or implementation decisions.