# Post Decision Learning Loop

> Turn decisions into learning loops by tracking assumptions, outcomes, risks, owner actions and memory updates after approval. Use when the user needs post decision learning loop for CIO decision support.

- Skill: `rweisssieker-xp/post-decision-learning-loop` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add rweisssieker-xp/post-decision-learning-loop`
- Raw SKILL.md: https://api.skillmd.com/api/skills/rweisssieker-xp/post-decision-learning-loop/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: rweisssieker-xp (https://skillmd.com/u/rweisssieker-xp)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/rweisssieker-xp/post-decision-learning-loop

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# Post Decision Learning Loop

## Mission

Make every major decision improve the next one by capturing what was assumed, what happened and what should change in executive memory.

## Inputs

Accept decision logs, prior decision packets, action ledgers, review notes, incident retrospectives, benefits tracking and memory exports.

## Workflow

1. Identify decision, assumptions, expected outcomes and safeguards.
2. Compare later evidence against assumptions.
3. Capture lessons, missed objections, risk changes and owner follow-through.
4. Update memory targets: decision twin, assumption register, risk chain and action ledger.
5. Recommend next review cadence.

## Output Format

- Executive Summary
- Decision Reviewed
- Assumption Outcomes
- Risk / Value Changes
- Learning Items
- Memory Updates
- Next Review Cadence

## Guardrails

Do not rewrite history. Separate hindsight, evidence and interpretation.