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AI Agent Workflow Collection

Skill pack
6 skills0 selected
ntholm86Skills in this pack

Surface the agent''s in-progress guesses about where the operator is heading — what they care about, what they are circling, what the implicit destination might be —…

English

Radical redesign evaluation. When incremental improvement has converged too low or the architecture is fundamentally wrong, Kaikaku determines whether to redesign and produces a migration plan if warranted. USE WHEN: redesign, start over, rethink, rewrite, architecture is wrong, kaizen isnt working, converged too low, fundamental change, kaikaku, radical change, clean slate, rearchitect, pivot.

English

Orchestrate an improvement cycle: diagnose, select methodology, execute, record, persist. The meta-pattern that connects all skills into a coherent workflow. USE WHEN: improve, audit, review, full treatment, kata, run the loop, comprehensive improvement, what does this project need.

English

Evidence trail management. Start sessions, record decisions during work, close sessions, index decisions, validate trail integrity. The implementation of Observable Autonomy (Principle 2). USE WHEN: start session, record trail, kiroku, audit trail, evidence, close session, validate trail, begin work, observable autonomy, track decisions.

English

Analysis for a run and its results, process, suggestions for process improvements, process optimizations, fixes, etc. for the next runs.

English

Construct novelty probes that distinguish genuine situated reasoning from pattern-matching. Builds examination scenarios where routine execution fails but interpretation succeeds. Measures Autonomous Reasoning Fidelity. USE WHEN: test reasoning quality, construct novelty probes, is the agent actually reasoning, ARF measurement, shiken, novelty injection, anti-compliance test, distinguish reasoning from pattern-matching, stress test.

English

Includes Destination, Retrospect, and other workflows.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Pack stats

Skills6CategorygeneralStars0

What’s included

Destination

Surface the agent''s in-progress guesses about where the operator is heading — what they care about, what they are circling, what the implicit destination might be — and

Kaikaku

Radical redesign evaluation. When incremental improvement has converged too low or the architecture is fundamentally wrong, Kaikaku determines whether to redesign and produces a migration plan if warranted. USE WHEN: redesign, start over, rethink, rewrite, architecture is wrong, kaizen isnt working, converged too low, fundamental change, kaikaku, radical change, clean slate, rearchitect, pivot.

Kata

Orchestrate an improvement cycle: diagnose, select methodology, execute, record, persist. The meta-pattern that connects all skills into a coherent workflow. USE WHEN: improve, audit, review, full treatment, kata, run the loop, comprehensive improvement, what does this project need.

Kiroku

Evidence trail management. Start sessions, record decisions during work, close sessions, index decisions, validate trail integrity. The implementation of Observable Autonomy (Principle 2). USE WHEN: start session, record trail, kiroku, audit trail, evidence, close session, validate trail, begin work, observable autonomy, track decisions.

Retrospect

Analysis for a run and its results, process, suggestions for process improvements, process optimizations, fixes, etc. for the next runs.

Shiken

Construct novelty probes that distinguish genuine situated reasoning from pattern-matching. Builds examination scenarios where routine execution fails but interpretation succeeds. Measures Autonomous Reasoning Fidelity. USE WHEN: test reasoning quality, construct novelty probes, is the agent actually reasoning, ARF measurement, shiken, novelty injection, anti-compliance test, distinguish reasoning from pattern-matching, stress test.

Quick start

  1. Choose your skills. Select individual skills above, or choose the entire pack.
  2. Copy the install prompt. Use Copy install prompt above the list.
  3. Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.

Try it with your agent

After installation, start with a request like:

Example request
Use the Destination skill to help with my task.
Ask me for the context you need before getting started.

Requirements & license

  • A coding agent that can access your project files and install skills.
  • Your agent checks each skill’s instructions, dependencies, and permissions during setup.
  • Reported license for the skills shown: MIT. The author’s terms apply.