/implementation

Implement the minimal fix based on confidence level.

# Implementation (Phase 2)

Implement the minimal fix based on confidence level.

## Purpose

Apply the fix with appropriate defensive measures based on confidence in root cause analysis.

## Confidence-Based Approach

Choose implementation strategy based on confidence from Phase 1:

| Confidence | Strategy | Approach |
|------------|----------|----------|
| **High (>0.9)** | Direct fix | Implement straightforward solution |
| **Medium (0.7-0.9)** | Defensive fix | Add checks and guards |
| **Low (<0.7)** | Escalate | Switch to `/research` or `/think` |

## High Confidence Implementation (>...