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clarity-gate
Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow
claude-opus-4-5-migration
Migrate prompts and code from Claude Sonnet 4.0, Sonnet 4.5, or Opus 4.1 to Opus 4.5. Use when the user wants to update their codebase, prompts, or API calls to use Opus 4.5. Handles model string updates and prompt adjustments for known Opus 4.5 behavioral differences. Does NOT migrate Haiku 4.5.
actor-profiling
Understand the user's background, resources, constraints, and deep motivations to produce an ActorProfile that informs all downstream decisions. This tactic is used at the start of any crystallization process to model the user's capabilities, limitations, and intent.
cocoindex
Comprehensive toolkit for developing with the CocoIndex library. Use
ask-intentionality
Deep WHY probing, inspired by i* Intentionality modeling, aims to understand the user's motivation, success definition, risk tolerance, and other key preferences. This understanding of WHY is the most important SOP in actor-profiling, driving all subsequent actions.
ask-obstacle-acceptance
Present obstacles, including their severity assessments and proposed mitigations, to the user. Ask if these obstacles are acceptable, and if not after two rounds, return to presenting candidates.
assess-obstacle-severity
Rate each identified obstacle's difficulty — overcomability, time cost, workaround existence. Optionally, use search tools to validate assessments.
crystallize-north-star
Fuse the GoalTree root node and user motivation into a single crystallized North Star statement.
clarify-resources
Understand the user's available research resources, including compute, timeline, collaboration, data access, and experimental environment. 'TBD' is an acceptable answer for any item.
cold-start
A comprehensive crystallization strategy for users with no research direction, covering actor profiling, landscape reconnaissance, direction narrowing, obstacle analysis, goal decomposition, and north-star synthesis. Use when the user's initial message reveals zero specificity about their research intent.
explore-resume
Understands the user's comprehensive background, including technical stack, project and research experience, publications, and research directions. It allows users to express interests beyond their resume and executes only once, never re-running.
feasibility-check
Cross-reference the GoalTree against ActorProfile (capabilities), ObstacleReport (known barriers), and timeline (deadline feasibility). Identify infeasible paths and suggest OR alternatives.