correction-tracking

name	correction-tracking
description	This skill should be used when the user redirects, corrects, or refines agent output — "no, actually", "that's not right", "you missed something". Captures correction moments to improve Forge workflows over time. Always active during feature work; log corrections as they occur.

Correction Tracking Pattern

All Forge agents should track "correction moments" — instances where the user redirects, corrects, or refines the agent's output. These are valuable signals for workflow improvement.

Note Format with Status Tracking

Each note includes a status marker for incremental processing by /forge:improve.

## YYYY-MM-DD: {Phase}

### Note {N}: {Brief Title}
<!-- STATUS: UNPROCESSED -->

**Context:** ...
**What happened:** ...
**Recommendation:** ...

---

Status values:

• UNPROCESSED — New note, not yet reviewed by audit
• PROCESSED: {date} | Applied: {file} | PR: #{pr} — Change was made
• PROCESSED: {date} | Skipped: {reason} — Decided not to act
• PROCESSED: {date} | Deferred: #{issue} — Created ticket for later

Notes without any status marker are treated as UNPROCESSED (for backwards compatibility with existing notes).

What is a Correction?

A correction occurs when the user:

• Says "no, actually..." or "that's not right..."
• Provides significantly different input than what was suggested
• Asks the agent to redo or revise work
• Points out something the agent missed or assumed incorrectly
• Manually edits agent-generated content substantially

When to Track

Track corrections when they indicate:

• Template gaps: Agent didn't have the right starting structure
• Context gaps: Agent didn't have information it needed
• Assumption errors: Agent assumed something that wasn't true
• Process gaps: A step was missing from the workflow
• Checklist gaps: Something important wasn't being tracked

Don't track minor stylistic preferences or typo fixes.

How to Track

When you detect a correction, append to {feature_path}/artifacts/retrospective-notes.md:

## {date}: {Phase}

### Note {N}: {Brief Title}
<!-- STATUS: UNPROCESSED -->

**Agent:** {agent name}

**What happened:**
{Brief description of what the agent did or suggested}

**User correction:**
{What the user said or did to correct it}

**Root cause:**
{Why did the agent get it wrong? Missing context? Bad
assumption? Template gap?}

**Recommendation:**
{What change might prevent this in the future?}

---

Creating the File

If artifacts/retrospective-notes.md doesn't exist, create it with this header:

# Retrospective Notes: {feature_name}

Correction moments captured during feature development.
These inform workflow improvements.

---

Example Corrections

Template Gap

## 2026-01-09: Requirements

### Note 1: Missing infrastructure dependencies section
<!-- STATUS: UNPROCESSED -->

**Agent:** requirements-gatherer

**What happened:**
Generated requirements without an "Infrastructure
Dependencies" section.

**User correction:**
"We need a section for infrastructure dependencies —
this feature requires specific server capabilities."

**Root cause:**
Requirements template doesn't have an infrastructure
dependencies section.

**Recommendation:**
Add "Infrastructure Dependencies" section to requirements
template.

---

Context Gap

## 2026-01-09: Design

### Note 2: Incorrect component placement in architecture
<!-- STATUS: PROCESSED: 2026-01-15 | Applied: context/product.md | PR: #42 -->

**Agent:** designer

**What happened:**
Suggested adding feature support directly to the wrong
component.

**User correction:**
"This should go through the data layer, not the API layer."

**Root cause:**
Agent didn't understand the separation between API and
data layer responsibilities.

**Recommendation:**
Add data layer vs API layer responsibility breakdown to
context/product.md.

---

Assumption Error

## 2026-01-09: Design

### Note 3: Incorrect project impact assessment
<!-- STATUS: PROCESSED: 2026-01-16 | Deferred: #55 -->

**Agent:** designer

**What happened:**
Listed a service as affected for a client-only change.

**User correction:**
"This doesn't touch that service at all, it's entirely
client-side."

**Root cause:**
Agent assumed all environment changes require service
updates.

**Recommendation:**
Update designer to distinguish client-only vs
service-affecting changes.

---

Integration with Agent Workflow

Agents should:

1. Watch for correction signals in user messages
2. Acknowledge the correction to the user
3. Log the correction to retrospective-notes.md
4. Learn in-session — don't repeat the same mistake
5. Continue with corrected approach

Example response when detecting a correction:

"Got it, I'll update my approach. [Noting this for the retrospective — the {X} assumption wasn't correct for this case.]"

The bracketed note signals transparency without being disruptive.