# 📚 Lessons Learned

Updated: 2026-04-20 · by Igor Ganapolsky

See what ThumbGate learned from your feedback, which failure patterns keep repeating, and how many actions the approval layer actually blocked. This view separates repeated failures from recorded gate blocks so the proof stays honest.

📋 Active Rules — what was learned 📊 Timeline — when it was learned 💡 Insights — what to do next
Active Rules
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Auto-generated from feedback
Critical
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Highest severity rules
Actions Blocked
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Recorded gate denies, not inferred repeats
Approval Trend
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7-day rolling
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## Improvement Over Time

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Fast path rate
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Waiting for live decisions
Override rate
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Waiting for live decisions
Rollback rate
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Waiting for live decisions
Median latency
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Time from recommendation to recorded outcome

### Recent Feedback + Gate Activity

Click any day to inspect the recorded feedback behind the trend and compare it with gate interceptions.

Positive feedback Negative feedback Gate deny Gate warn
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The chart uses recorded feedback events, not inferred rule strength.
📋 Active Rules
📊 Feedback Timeline
💡 Insights PRO
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### 🔥 Top Recurring Failure Patterns

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### 🛡️ Most Reinforced Rules

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### 🗑️ Stale Rules (no triggers in 30 days)

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### Unlock Full Insights

DPO training data export, effectiveness charts, pattern clustering, weekly auto-digests, and a learned intervention policy trained from feedback, audits, and diagnostics.

Get Pro — $19/mo

### Share feedback with ThumbGate team