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clarity-gate

1

Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow

Pesquisa e Webby bg-szy

claude-opus-4-5-migration

1

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.

Pesquisa e Web#ai#apiby bg-szy

actor-profiling

1

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.

Pesquisa e Web#aiby yogsoth-ai

cocoindex

1

Comprehensive toolkit for developing with the CocoIndex library. Use

Pesquisa e Webby bg-szy

ask-intentionality

1

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.

Pesquisa e Webby yogsoth-ai

ask-obstacle-acceptance

1

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.

Pesquisa e Webby yogsoth-ai

assess-obstacle-severity

1

Rate each identified obstacle's difficulty — overcomability, time cost, workaround existence. Optionally, use search tools to validate assessments.

Pesquisa e Webby yogsoth-ai

crystallize-north-star

1

Fuse the GoalTree root node and user motivation into a single crystallized North Star statement.

Pesquisa e Webby yogsoth-ai

clarify-resources

1

Understand the user's available research resources, including compute, timeline, collaboration, data access, and experimental environment. 'TBD' is an acceptable answer for any item.

Pesquisa e Web#aiby yogsoth-ai

cold-start

1

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.

Pesquisa e Web#aiby yogsoth-ai

explore-resume

1

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.

Pesquisa e Webby yogsoth-ai

feasibility-check

1

Cross-reference the GoalTree against ActorProfile (capabilities), ObstacleReport (known barriers), and timeline (deadline feasibility). Identify infeasible paths and suggest OR alternatives.

Pesquisa e Web#aiby yogsoth-ai