Storage failures and slow startup phases are difficult to trace across PostgreSQL and ChromaDB. This skill guides metrics, inspection endpoints, drift checks, and dashboard implementation.

Scoop UI updates can spread across feed, globe, research, and theme files. This skill gives Claude, Codex, and Claude Code a focused refactor workflow.

Research agents can waste API quota and provide unclear progress or poorly formatted results. This skill guides targeted improvements across backend and frontend components.

FastAPI streams can freeze the event loop during executor shutdown. This skill guides stack capture, executor cleanup, and responsiveness checks.

Starting a modern frontend or backend requires repeated setup and configuration. Genesis guides template-based or AI-generated foundations for React, FastAPI, Go Gin, and Taro.

Teams often collect observations without turning them into dependable rules. This skill guides Claude, Codex, and Claude Code through structured inductive reasoning with confidence bounds.

Stakeholder disagreements often hide valid concerns on both sides. This skill helps Claude, Codex, or Claude Code build a structured synthesis with explicit trade-offs.

Teams often struggle to learn from decisions without overfitting to hindsight. This skill structures counterfactual analysis with minimal interventions, probability weights, and clear comparison outputs.

Business decisions often lose evidence, assumptions, and follow-up actions. This skill gives Claude, Codex, and Claude Code a structured causal workflow for traceable execution.

Teams often face new markets or products without a direct playbook. This skill maps proven source cases to a new target and adapts the plan.

Unexpected outcomes are hard to explain when evidence is incomplete. This skill helps Claude, Codex, and Claude Code generate, score, and rank likely causes.

Choosing the next move can be difficult when goals, risks, and tradeoffs compete. This skill turns an open question into a clear recommendation, useful alternatives, and immediate actions.

Vague goals are hard to convert into work. This skill turns a decision into phases, milestones, dependencies, risks, and checkpoints.

Goal work can drift when progress, gaps, and thread outcomes are scattered. This skill derives goal state and recommends next actions from execution records.

Unclear objectives make execution harder and hide success criteria. This skill turns intent into measurable goals, milestones, and workspace-ready plans.

Teams waste months building products before proving the problem is painful. This skill guides problem validation, solution comparison, MVP scope, and defensibility decisions.

Startup teams need clear market evidence before choosing segments, competitors, and entry strategy. This skill guides Claude, Codex, and Claude Code through structured market intelligence workflows.

Problems are hard to explain when symptoms, evidence, and assumptions are mixed together. This skill structures diagnostic reasoning into hypotheses, mechanisms, confidence, and missing data.

Users often need neutral analysis without recommendations. This skill guides Claude, Codex, and Claude Code to separate facts, inferences, evidence, and unknowns.

Teams often stall when options have unclear tradeoffs. This skill guides Claude, Codex, or Claude Code to compare options, recommend one, and define revisit triggers.