AI-powered decision journal for solopreneurs — capture decisions with context, rationale, and expected outcomes, then review them later to learn from what you got right and wrong.
Scanned 5/30/2026
Install via CLI
Skills Directoryopenskills install dvcrn/openclaw-skills-marketplace---
name: decision-log
description: "AI-powered decision journal for solopreneurs — capture decisions with context, rationale, and expected outcomes, then review them later to learn from what you got right and wrong."
---
# Decision Log
Stop making the same expensive mistakes. Start learning from the ones you've already made.
**by The Agent Ledger** — [theagentledger.com](https://theagentledger.com)
---
## The Problem
Most solopreneurs make dozens of meaningful decisions every week — which products to build, which clients to take, which tools to use, which strategies to pursue. They almost never write them down. Six months later, when a decision goes sideways, the context is gone: what were the alternatives? What did you expect to happen? Why did you choose this over that?
The result: you can't learn systematically from your own experience. You repeat mistakes. You forget what worked and why.
This skill turns your agent into a decision journal. Capture any decision in seconds. Get a structured record with context, alternatives, expected outcomes, and confidence level. Then, on a schedule you set, your agent reviews past decisions against what actually happened and surfaces patterns in your judgment.
---
## Setup
### Step 1 — Create Your Decisions Directory
```bash
mkdir -p decisions/
```
### Step 2 — Create Your Decision Index
Create `decisions/INDEX.md`:
```markdown
# Decision Log
**Started:** [date]
**Total decisions logged:** 0
**Last review:** —
---
## Open Decisions (awaiting outcome)
| ID | Date | Decision | Category | Expected Outcome | Review Date |
|----|------|----------|----------|-----------------|-------------|
| — | — | — | — | — | — |
---
## Reviewed Decisions
| ID | Date | Decision | Category | Outcome | Verdict | Lesson |
|----|------|----------|----------|---------|---------|--------|
| — | — | — | — | — | — | — |
---
## Patterns (updated during reviews)
*Will be filled in by your agent after the first batch of reviews.*
```
### Step 3 — Create Your First Decision Entry
Each decision gets its own file: `decisions/YYYY-MM-DD-short-title.md`
Template:
```markdown
# Decision: [Short Title]
**ID:** DEC-[001]
**Date:** [YYYY-MM-DD]
**Category:** [business / product / operations / financial / personal / hiring / strategy]
**Status:** open
---
## The Decision
[What did you decide? Be specific. One sentence if possible.]
---
## Context
[What was happening when you made this decision? What problem were you solving? What constraints existed?]
---
## Alternatives Considered
1. **Option A (chosen):** [description]
- Pros: [list]
- Cons: [list]
2. **Option B:** [description]
- Pros: [list]
- Cons: [list]
3. **Option C (do nothing):** [description]
- Why rejected: [reason]
---
## Why I Chose This
[The actual reasoning. Not the polished version — the real one. What tipped the scale?]
---
## Expected Outcome
[What do you expect to happen if this was the right call? Be specific and measurable where possible.]
**Time horizon:** [When will you know if this was right? 30 days? 6 months? 1 year?]
---
## Confidence Level
**Rating:** [1-10]
**Why:** [What would make this more or less confident?]
---
## Risk / Downside
[If this is wrong, what's the worst case? How recoverable is it?]
---
## Review Scheduled
**Review date:** [YYYY-MM-DD based on time horizon above]
**Review prompt:** "Check decision DEC-[001] — was [expected outcome] realized?"
---
## Outcome Review
*Fill in when reviewing:*
**Reviewed:** [date]
**What actually happened:** [description]
**Verdict:** ✅ Right call / ⚠️ Partially right / ❌ Wrong call / 🔄 Too early to tell
**Lesson:** [What would you do differently? What did you learn about your judgment?]
```
### Step 4 — Configure Your Agent
Add to your agent's instructions or AGENTS.md:
```markdown
## Decision Log
I maintain a decision journal in `decisions/`. When I make a significant decision:
1. Create a new entry: `decisions/YYYY-MM-DD-short-title.md`
2. Use the decision log template
3. Update `decisions/INDEX.md` with the new entry
4. Flag for review at the appropriate horizon
**Log decisions when:**
- Spending more than $100 on a tool, service, or ad campaign
- Starting or stopping a project
- Taking on or declining a client/partnership
- Choosing between two meaningful strategies
- Making a hiring/contractor decision
- Any choice I'll want to revisit in 90+ days
**Do not log:**
- Routine operational choices (which tool to use for a small task)
- Decisions that are immediately reversible with no material cost
- Personal/lifestyle choices (unless I ask you to track them)
**Weekly prompt (optional):** "Check decisions/INDEX.md for any decisions with a review date this week."
```
---
## Logging a Decision (Quick Capture)
When you're in a hurry, give your agent this prompt:
```
Log a decision: [what you decided]. Category: [category]. Why: [brief reason]. Expected: [outcome]. Review in: [timeframe].
```
Your agent will create a properly formatted entry, assign an ID, and update the index.
---
## The Review Protocol
### Weekly Review (5 minutes)
Ask your agent:
```
Check decisions/INDEX.md for any open decisions with a review date this week or earlier. For each one, ask me: what actually happened?
```
Your agent will pull each due decision, prompt you for the outcome, fill in the verdict and lesson, and move it to the reviewed section.
### Monthly Pattern Analysis
Ask your agent:
```
Review all decisions in decisions/ logged in the last 90 days. Identify:
1. My verdict breakdown (% right / partial / wrong)
2. Which categories I'm most accurate in
3. Which categories I'm least accurate in
4. Any repeated mistakes or blind spots
5. My calibration: am I overconfident or underconfident relative to my confidence ratings?
Summarize findings in decisions/PATTERNS.md.
```
### Quarterly Decision Retrospective
Add to your quarterly review:
```
Pull decisions/PATTERNS.md and all decisions from this quarter. Write a 1-page decision retrospective:
- My best decision this quarter (and why)
- My worst decision this quarter (and what I missed)
- The pattern I most need to address
- One rule I'm adding to my decision-making process
```
---
## Decision Categories
Use consistent categories for meaningful pattern analysis:
| Category | Use For |
|----------|---------|
| `business` | Business model, positioning, pivots |
| `product` | What to build, features, prioritization |
| `operations` | Tools, processes, systems |
| `financial` | Spending, pricing, investment |
| `marketing` | Channels, campaigns, messaging |
| `partnership` | Clients, collaborators, vendors |
| `hiring` | Contractors, employees, agencies |
| `strategy` | Long-term direction, market entry |
| `personal` | Work style, schedule, habits |
---
## Confidence Calibration Guide
Use this to rate decisions consistently:
| Score | Meaning |
|-------|---------|
| 9-10 | Near certain. Strong evidence, low complexity, proven pattern. |
| 7-8 | High confidence. Good evidence, manageable unknowns. |
| 5-6 | Moderate confidence. Mixed signals or real uncertainty. |
| 3-4 | Low confidence. Mostly a bet. Limited evidence. |
| 1-2 | Essentially a guess. High uncertainty, no clear evidence. |
Track your calibration over time: if your "7s" only pan out 40% of the time, you're overconfident. If your "4s" pan out 80% of the time, you're underconfident. Good calibration is when your 7s hit ~70% of the time.
---
## Integration With Other Agent Ledger Skills
This skill works well alongside:
- **solopreneur-assistant** — Log decisions surfaced in your weekly business review
- **goal-tracker** — Tag decisions that affect quarterly goals; review whether decisions moved the needle
- **project-tracker** — Log project go/no-go decisions and major pivots
- **research-assistant** — Research briefs inform decision context; link briefs to decision entries
**Cross-skill pattern:** When your goal-tracker flags a missed KR, ask your agent to pull any decisions logged in that goal's category during the quarter. Often the root cause of a missed goal is a bad decision logged months earlier — now you have the receipt.
---
## Customization Options
### Track Only High-Stakes Decisions
Raise the threshold in your agent instructions:
```markdown
Only log decisions involving: >$500 spend, >10 hours of effort commitment, or any choice I explicitly flag as "log this."
```
### Add Stakeholder Field
For decisions that affect others:
```markdown
**Stakeholders:** [who else is affected or needs to know]
**Communicated:** yes / no / partial
```
### Add Emotional State
For decisions where cognitive bias is a real risk:
```markdown
**Emotional state when deciding:** [rushed / calm / anxious / excited / frustrated]
```
Over time, your agent can correlate emotional state with decision quality. Most solopreneurs find their worst decisions happen when rushed or excited.
### Public Accountability Mode
Share a sanitized decision log in your newsletter:
```
Pull my last 5 reviewed decisions from decisions/. Summarize the lesson from each in one sentence, anonymizing any sensitive details. Format for a newsletter section called "What I Got Wrong This Month."
```
---
## File Structure
```
decisions/
├── INDEX.md # Decision inventory + patterns
├── PATTERNS.md # Quarterly pattern analysis (agent-generated)
├── 2026-03-01-launch-channel.md # Example: "Which channel to launch on first"
├── 2026-03-05-pricing-model.md # Example: "Subscription vs one-time pricing"
└── 2026-04-02-contractor-hire.md # Example: "Hire VA or DIY content creation"
```
---
## Troubleshooting
| Issue | Fix |
|-------|-----|
| Decision entries are too vague | Ask agent: "Make me fill in the 'Why I Chose This' field before creating the entry — don't let me skip it" |
| Review dates pile up | Add a weekly recurring reminder or heartbeat check for due reviews |
| Index gets out of sync | Ask agent: "Scan decisions/ and rebuild INDEX.md from actual files" |
| Patterns analysis is shallow | Make sure you have at least 10 reviewed decisions before running pattern analysis |
| I'm logging too many decisions | Raise the threshold — only log decisions you'd want to justify to a board |
---
## Why This Works
Most "decision journals" fail because they require too much friction at capture time and provide no structured review. This skill solves both problems:
1. **Low-friction capture** — Quick-capture prompt gets you a full entry in under 2 minutes
2. **Automatic review prompts** — Review dates are set at capture time, not whenever you remember
3. **Pattern analysis** — Your agent synthesizes across entries, surfacing insights you'd never see manually
4. **Calibration tracking** — Over time you build a data-driven model of your own judgment quality
The goal isn't to second-guess every decision. It's to get 10% smarter per quarter by learning systematically from your own track record.
---
## License
CC-BY-NC-4.0 — Free to use and share with attribution. Not for resale.
**by The Agent Ledger** | [theagentledger.com](https://theagentledger.com)
> Premium skills, playbooks, and the complete Agent Blueprint guide are available at theagentledger.com. Subscribe to the newsletter for release announcements.
---
*This skill is a framework, not financial or legal advice. Decisions logged here are yours to make and own.*
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