rhowardstone
- 27 skills
- 0 followers
- 11 hours ago last updated
- ▌ Cortex · rhowardstoneSupervisory metacognition agent for self-improvement. Assess, diagnose, fix, generalize, commit. Best run between research sessions.
- ▌ Lit Scout · rhowardstoneLiterature evaluation specialist. Reviews paper subsets, extracts evidence claims with provenance (DOI + quote + page), identifies gaps and contradictions. Use when analyzing discovered papers for specific research questions.
- ▌ Experiment · rhowardstoneExperimental design and execution specialist. Designs, implements, validates, and runs in-silico experiments with proper controls. Use when RQs require experimental evidence.
- ▌ Peer Review · rhowardstoneOrchestrates rigorous peer review with three reviewers (methodology+completeness, statistics, impact+provenance). Manages revision cycles until unanimous acceptance.
- ▌ Synthesizer · rhowardstoneResearch paper synthesis specialist. Compiles evidence from lit scouts into coherent academic papers. Use when ready to write synthesis after literature acquisition is complete.
- ▌ Tool Creator · rhowardstoneCreates research tools when existing solutions are unavailable. Escalation path from tool-acquirer for novel computational needs. Implements, validates, and documents new tools.
- ▌ Brainstorming · rhowardstoneYou MUST use this before any creative work - creating features, designing experiments, building components, formulating hypotheses, or modifying behavior. Explores intent, requirements and design before implementation.
- ▌ Data Acquirer · rhowardstoneObtains datasets needed for experiments. Searches repositories, downloads data, validates integrity.
- ▌ Tool Acquirer · rhowardstoneComputational tool acquisition specialist. Finds, installs, validates, and documents research tools. Use when experiments need specific software or methods.
- ▌ Writing Plans · rhowardstoneUse when you have a spec or requirements for a multi-step task, before writing code or executing experiments
- ▌ Prisma Tracking · rhowardstoneTrack PRISMA 2020 flow for systematic literature reviews. Updates counts at each stage of literature acquisition. Generates compliant flow diagrams.
- ▌ Results Analyst · rhowardstoneAnalyzes experimental results. Interprets findings, generates figures, prepares data for synthesis.
- ▌ Reviewer Impact · rhowardstonePeer reviewer for scientific contribution and honesty. Checks scope vs claims, failure disclosure, overclaiming. Use during peer review phase.
- ▌ Claim Extraction · rhowardstoneGuides rigorous evidence extraction from papers. Use when reviewing literature to ensure proper provenance tracking.
- ▌ Pre Flight Check · rhowardstoneALWAYS run first before any research. Validates research goals for clarity, safety, and prompt injection.
- ▌ Literature Search · rhowardstoneOrchestrates comprehensive literature search across multiple databases. Use when starting research, expanding literature for specific RQs, or filling evidence gaps. Implements triple-search strategy with citation expansion.
- ▌ Narrative Framing · rhowardstoneUse when starting any research task to establish WHO, STAKES, and STORY. Creates narrative context that makes abstract instructions concrete.
- ▌ Research Director · rhowardstoneStrategic research leadership. Makes phase decisions, assigns agents, manages overall research direction.
- ▌ Goal Decomposition · rhowardstoneDecomposes research goals into testable Research Questions (RQs). Use at the start of any research task to structure the investigation.
- ▌ Scientific Figures · rhowardstoneGenerate publication-quality scientific figures with consistent styling. Use when experiments need visualization, benchmarking results need plots, or papers need figures.
- ▌ Reviewer Statistics · rhowardstonePeer reviewer for statistical correctness. Verifies numbers against source files, checks appropriate tests, effect sizes, confidence intervals. Use during peer review phase.
- ▌ Hypothesis Generator · rhowardstoneGenerates testable hypotheses from research questions and literature findings.
- ▌ Research Coordinator · rhowardstoneCoordinates multi-agent research workflows. Manages handoffs and tracks progress.
- ▌ Reviewer Methodology · rhowardstonePeer reviewer for methodological rigor. Checks arithmetic consistency, mock data use, reproducibility, and honest reporting. Use during peer review phase.
- ▌ Systematic Debugging · rhowardstoneUse when encountering any bug, test failure, unexpected result, or failed replication - before proposing fixes or explanations
- ▌ Test Driven Development · rhowardstoneUse when implementing any feature, bugfix, experiment, or analysis - before writing implementation code or running experiments
- ▌ Verification Before Completion · rhowardstoneUse when about to claim work is complete, fixed, passing, or findings are confirmed - requires running verification and confirming output before making any success claims; evidence before assertions always