Use this agent to review research methodology after experiments. Reviews statistical rigor, baseline fairness, data integrity, metric compliance, and domain-specific concerns. Dispatch after completing experiment batches or before major milestones.
Use this agent to proofread a paper draft. Reviews grammar, style, consistency, flow, terminology, notation, and caption quality. Dispatch after sections are assembled into a full paper draft.
Use this agent to verify research reproducibility. Checks that experiments can be independently reproduced: seeds recorded, environments specified, scripts available, data versioned, raw data untouched.
Amplify bootstrap — activates a structured scientific research workflow with 24 skills, 4 gates, and discipline enforcement. Loaded automatically for every session.
Use when analyzing results in Type D or Type H projects before making mechanistic or causal claims — requires systematic exclusion of confounders, batch effects, technical noise, and other alternative explanations.
Use when designing the analysis framework for a discovery or data analysis project — defines story line, analysis dimensions, sufficiency criteria, and alternative explanations to check.
Use when Phase 4 (experiment execution) begins — enforces complete reporting of all seeds, all results, and all failures; remains active until project end; prevents selective reporting of favorable outcomes.
Use when integrating results into a paper or drafting any paper section — enforces that every claim maps to specific evidence before it can be written.
Use when designing the evaluation protocol for a method development project — locks primary metrics, datasets, seeds, statistical tests, and baseline list into an immutable contract.
Use when G2 (plan freeze) and G3 (execution readiness) gates have passed — handles all implementation, baseline reproduction, experimentation, and iteration for both Type M and Type D projects; this is Phase 4.
Use whenever generating figures or tables for a research paper — enforces publication-quality visual standards including style consistency, readability, accessibility, and venue-appropriate formatting.
Use when research direction is validated (G1 passed) and the project needs method design, analysis framework, evaluation protocol, or story line — this is Phase 3 and must complete before any code or experiments.
Use when evaluation metrics, protocol, datasets, or splits have been confirmed in the research plan — enforces immutability of locked evaluation components without explicit user authorization.
Reusable protocol for multi-agent discussions that iterate until convergence. Used by results-integration (Phase 5) and paper-writing (Phase 6) to ensure discussions actually resolve issues rather than just noting them.
Use when assessing innovation level of a research contribution — invoked after literature review (Phase 1) and after method design (Phase 3) to verify that novelty matches the target venue tier.
Use when and ONLY when the user explicitly requests paper writing and G4 (write-ready) gate has passed — handles LaTeX structure, senior-level writing, reference verification, and iterative refinement.
Use when 3 consecutive core experiments or optimizations fail to meet expectations — forces honest status assessment and escalates the pivot/downgrade/kill decision to the user.