agentsclimarketplace

Problem approach router

Skill jacob-balslev/skill-graph/marketplace/skills/problem-approach-router

Skills that know your codebase. Repo-grounded, contract-validated, agent-routable.

Install
npx -y skills add jacob-balslev/skill-graph --skill problem-approach-router

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What its author says it does

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Use when facing a new problem and unsure which problem-solving methodology or foundational skill to apply first. Routes between first-principles-thinking, pattern-recognition, mental-models, constraint-awareness, and task-analysis by classifying the problem type. Activate before choosing any other foundational skill. Do NOT use to execute the selected approach (use the specific routed skill directly), for implementation work (use the relevant engineering skill), or when the correct approach is already known. Do NOT use for actually apply first-principles thinking to this specific problem. Do NOT use for analyze why this pattern keeps recurring in the codebase. Do NOT use for break down the constraints on this engineering decision. Do NOT use for map the mental model for this domain concept. Do NOT use for implement the algorithm we already decided on. Do NOT use for choose a testing strategy for this feature.

The file declares its own license as MIT. That is the author’s claim about this one file, and it is not the same thing as the license GitHub reports for the repository, which is listed with the other numbers below.

SKILL.md

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Problem Approach Router

Concept of the skill

Use when facing a new problem and unsure which problem-solving methodology or foundational skill to apply first.

Coverage

Routes between the five foundational problem-solving skills by classifying the problem type before any approach is applied. Does not teach any methodology — it dispatches to the skill that teaches it. The routing table covers: novel problems with unknown assumptions (first-principles-thinking), recurring or familiar problem shapes (pattern-recognition), system-understanding and explanation tasks (mental-models), constraint-dominated or boundary-rich problems (constraint-awareness), and workflow and user-goal decomposition tasks (task-analysis).

Routing Rules

Evaluate the problem against the signals below. The first matching row determines the skill to activate. If multiple rows match, the problem is multi-layered — apply the skills in the order they match (start from the top of the table).

SignalRoute toWhen to activate
"Nobody has solved this before" or "I don't know what the correct assumptions are"first-principles-thinkingProblem is genuinely novel; existing solutions, patterns, and analogies are unavailable or misleading
"This looks like something I've seen before" or "there's a recurring shape here"pattern-recognitionProblem shape has appeared before in the same or analogous form; the goal is to name and apply the pattern rather than derive from scratch
"I need to explain how this system works" or "I don't understand how the parts relate"mental-modelsGoal is comprehension or explanation of a domain, system, concept, or architecture — not yet solving or deciding
"Everything is constrained and I don't know which constraints are hard"constraint-awarenessProblem is dominated by boundary conditions, limitations, or competing requirements; the first move is mapping what cannot change
"I need to decompose this workflow or user goal into steps"task-analysisProblem is a sequence of user actions, a multi-step workflow, or a task that requires understanding user intent before designing a solution
"I'm not sure which of the above applies"epistemic-groundingStart here when the problem type itself is unclear — epistemic-grounding clarifies what is known, what is assumed, and what is missing before routing

Coverage-gap behavior

If no signal matches clearly, return to the caller with: "Which of the following best describes the problem — novel/no-prior-solution, recurring/familiar, needs-explanation, constraint-dominated, workflow/user-goal?" Do NOT default to any approach without a classification signal.

Compound problems

When a problem matches more than one row simultaneously (e.g., it is both novel AND constraint-dominated), list both matches and route to each skill in sequence. Declare the compound classification explicitly before proceeding: "This is a novel + constraint-dominated problem. I will apply first-principles-thinking first to clear the assumptions, then constraint-awareness to map the hard boundaries."

Philosophy of the skill

This skill exists to make agents apply Problem Approach Router through its declared scope, coverage, exclusions, and verification checks instead of relying on generic model memory. The useful behavior is specific: recognize the right task, follow the skill's operating guidance, and prove the result with the listed checks.

Verification

After applying this skill, verify:

  • The task matches the declared scope, coverage, or positive examples.
  • The response follows this skill's workflow or checks instead of generic advice.
  • The exclusions in ## Do NOT Use When do not point to a better skill.

Do NOT Use When

Use insteadWhen
first-principles-thinkingThe approach is already known to be first-principles; the router has already been applied
pattern-recognitionThe recurring pattern is already identified; no routing decision is needed
mental-modelsThe goal is explicitly system understanding; the routing decision is already made
task-analysisThe task is explicitly a workflow or user-goal decomposition; no routing needed
epistemic-groundingThe problem is not about choosing an approach but about clarifying what is known
Domain-specific skills (debugging, testing-strategy, code-review, etc.)The problem is domain-specific and the correct skill is already evident from context

Skill Graph context

<!-- skill-graph-context:start (generated — do not edit by hand) -->

Classification

  • Subject: software-engineering-method
  • Public: true
  • Domain: foundations/meta
  • Scope: Use when facing a new problem and unsure which problem-solving methodology or foundational skill to apply first. Routes between first-principles-thinking, pattern-recognition, mental-models, constraint-awareness, and task-analysis by classifying the problem type. Activate before choosing any other foundational skill. Do NOT use to execute the selected approach (use the specific routed skill directly), for implementation work (use the relevant engineering skill), or when the correct approach is already known.

When to use

  • I have a completely novel problem nobody has solved before — where do I start?
  • the codebase has a recurring bug pattern — which foundational approach should I use?
  • I need to explain a complex system to a stakeholder — which skill applies?
  • I'm blocked by conflicting requirements that all seem equally valid — which approach first?
  • the task feels overwhelming because there are too many parts — what's the right starting lens?
  • a user is asking me to solve something I know a similar solution for but the details differ
  • I don't know what I don't know about this problem — which foundational skill handles that?
  • Triggers: problem-approach-router, methodology-router, approach-router

Not for

  • actually apply first-principles thinking to this specific problem
  • analyze why this pattern keeps recurring in the codebase
  • break down the constraints on this engineering decision
  • map the mental model for this domain concept
  • implement the algorithm we already decided on
  • choose a testing strategy for this feature

Related skills

  • Related: first-principles-thinking, pattern-recognition, mental-models, constraint-awareness, task-analysis, epistemic-grounding, taxonomy-design

Keywords

  • which approach, which methodology, problem-solving method, select methodology, which skill first, approach selection, methodology dispatch, method router, first principles vs pattern, how to approach this problem
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