Decision Framework Invoker

SkillDev tools

Triggers for automatically invoking the decision-framework skill before irreversible or high-blast-radius operations. Use as a checkpoint: when a proposed action matches a trigger pattern, pause and run the appropriate framework (first-principles, inversion, decision matrix, second-order thinking) before proceeding. Prevents ad-hoc calls from becoming regret.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Decision Framework Invoker skill

What this skill tells your AI

The instructions your AI receives, as published by tibsfox/gsd-skill-creator in project-claude/skills/decision-framework-invoker/SKILL.md and read by ahel’s review.

The decision-framework skill provides thinking frameworks (First Principles, 5 Whys, Eisenhower, Pareto, Inversion, Second-Order, Decision Matrix). This invoker skill captures when to use it — the trigger patterns that should prompt a pause-and-frame before proceeding.

Trigger Patterns

Invoke a decision framework when the proposed action matches any of these:

Irreversibility

  • Destructive git operations: push --force, reset --hard, branch -D
  • Committing generated content to a shared repo (N files where N > 100)
  • Applying a schema migration to a production DB
  • Sending a message (Slack, email, PR comment) that cannot be recalled

Framework: Inversion ("what's the worst outcome; can we back out?")

Blast Radius

  • Changes affecting multiple packages / projects
  • Renaming public APIs, CLI flags, config keys
  • Removing a feature that has downstream consumers
  • Rewriting > 1,000 lines across a codebase

Framework: Second-Order Thinking ("what does this cause, and what does that cause?")

Multi-Option Judgment Calls

  • Choosing between 3+ architectural paths
  • Picking a library/framework with long-tail commitment
  • Prioritizing between competing feature requests

Framework: Decision Matrix (columns = options, rows = weighted criteria)

Root Cause Debugging

  • A bug has returned after being "fixed"
  • A pattern keeps recurring across unrelated work
  • A test failure has non-obvious cause

Framework: 5 Whys (keep asking until you hit the infrastructural cause)

Scoping Ambition

  • Feature spec has 20+ items; need to prioritize
  • Time-boxed session; need to pick highest-leverage work

Framework: Pareto 80/20 ("which 20% delivers 80% of value?")

Reframing Stuck

  • Been spinning on an approach that isn't working
  • Assumptions feel embedded but might not be true

Framework: First Principles (strip to the problem; rebuild from truths)

Invocation Shape

When a trigger fires:

  1. Name the trigger in plain language: "About to commit 1,881 generated chapter files — this is the blast-radius: committing generated content trigger."
  2. Pick the framework from the mapping above.
  3. Apply it in-line in the conversation — usually 3-5 sentences is enough to surface the tradeoff.
  4. Record the decision via observe.mjs event decision <label> <payload> so the retrospective captures it.
  5. Proceed with eyes open, or adjust the approach.

Example — The 1,881-File Publish (v1.49 release-history work)

Trigger: "About to commit 1,881 auto-generated markdown files into docs/release-notes/v*/chapter/."

This hit two trigger categories:

  • Blast radius: large diff affecting 1,881 files
  • Irreversibility-ish: git commit is reversible, but reverting a commit that size is painful

Framework applied (Inversion):

  • Worst case: "These files are regenerable from the DB. If we commit them and hate the shape, we can rm -rf and regenerate. Cost: a revert commit."
  • Best case: "Anyone browsing the repo on GitHub can read chapters without running the pipeline."
  • Hidden third option: "Commit only the top-level index files (STORY.md, INDEX.md) and leave per-chapter files local."

Decision: commit all 1,881. Rationale: regenerable, reviewable on GitHub, user asked. Recorded via observe.mjs event decision.

What This Skill is NOT

  • A mandatory gate — you don't need a framework for every tool call
  • A substitute for doing the work — frame the decision, then act
  • A bureaucratic checklist — most triggers take 30 seconds to resolve

Related

  • decision-framework — the actual frameworks this skill invokes
  • session-observatory-live — record the decision via observe.mjs

Signals

GitHub stars
69
Forks
9
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
decision-framework-invoker
Source
github.com/tibsfox/gsd-skill-creator