GitHub
brainstorm-sync
Capture brainstorm discoveries that aren't in the plan — the thinking that makes this project unique
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Development AI Skills
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GitHub
bootstrap
Two-phase codebase analysis. Phase 1: discover features from code. Phase 2: trace workflows.
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GitHub
executing-plans
Execute implementation plans one commit at a time. Follow the order from brainstorm, implement, test REAL, commit.
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GitHub
ralph-execute
Autonomous overnight execution. Orchestrate subagents to implement a plan while human sleeps.
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GitHub
brainstorm
Workflow-first design through collaborative dialogue. Use before creating features, building components, or modifying behavior.
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GitHub
powergraph-gnn-research
Research pipeline for topology-aware GNN representation learning on power grids using the PowerGraph benchmark. Use when (1) building physics-guided GNNs for power flow (PF), optimal power flow (OPF), or cascad...
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GitHub
ieee-pes-paper-reviewer
Comprehensive IEEE PES paper review for Physics-Guided SSL GNN power grid research. Use when reviewing paper sections, checking claims against evidence, validating physics consistency (PF/Line Flow/Cascade), au...
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GitHub
kumo-assistant
Kumo development assistant for MySQL database management tool. Use when working on Kumo features, understanding architecture, writing tests, or navigating the codebase. Helps with React components, API endpoint...
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GitHub
kumo-query-module
Expert assistant for Kumo's Query Module (src/features/query). Use when working with SQL Editor, Monaco editor integration, query execution, result grids, tabs management, AI features, or any query-related comp...
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GitHub
mechinterp-summarizer
Convert experiment results to Markdown research notes and optionally update research state with evidence
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GitHub
mechinterp-decoder
Analyze SAE decoder weights - output influence, feature importance, and decoder similarity
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GitHub
mechinterp-validation-suite
Run credibility checks on feature interpretations including split-half stability and shuffle null tests
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GitHub
mechinterp-glossary-and-constraints
Reference skill for Splatoon ability families, AP rungs, token constraints, and domain rules for mechinterp experiments
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GitHub
mechinterp-state
Manage research state for SAE feature analysis including hypotheses, evidence tracking, and research history
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GitHub
mechinterp-next-step-planner
Propose next mechanistic interpretability experiments based on research state, hypotheses, and existing evidence
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GitHub
splatoon3-meta
Domain expert for Splatoon 3 competitive gear abilities and weapon meta. Use when: (1) Labeling or classifying gear build features from SAE analysis, (2) Understanding why specific ability combinations appear i...
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GitHub
mechinterp-investigator
Orchestrate a systematic research program to investigate and meaningfully label SAE features
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GitHub
mechinterp-labeler
Manage feature labeling workflow - queue management, label storage, similar features, progress tracking
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GitHub
mechinterp-overview
Quick "first look" overview of SAE features - top tokens, activation stats, weapons, families, sample contexts
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GitHub
mechinterp-patterns
Reference catalog of recurring SAE feature patterns - check when labeling new features, add new patterns as discovered
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GitHub
mechinterp-cluster-mapper
Analyze relationships across multiple SAE features - co-activation patterns, shared drivers, and subsystem identification
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GitHub
mechinterp-runner
Execute mechanistic interpretability experiments from JSON specs - family sweeps, itemsets, interactions, minimal cores, validation
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GitHub
mechinterp-crossmodel-matcher
Match SAE features between Ultra (24K) and Full (2K) models based on activation patterns and token overlap
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GitHub
mechinterp-ability-semantics
Reference for ability family semantic groupings and gameplay meanings
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