Infinite Loop
infinite loop00.0%
LearnShift matches loop signatures against known stall patterns and breaks the cycle with bounded retries.
Solen LiveLive
AI Agent Failure Map
Public agent failures scraped from GitHub, Hacker News, and Stack Overflow — classified, counted, and mapped to LearnShift heal patterns.
Total public failures tracked
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Last 24h
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Kill switch (month)
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agents protected
Patterns
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Updated every 6 hours from GitHub, Hacker News, and Stack Overflow — numbers refresh every 60s
Diagnose an agent failure
Failure type breakdown
Rate Limit
rate limit00.0%
LearnShift backs off and staggers tool calls when rate limits hit, preserving agent progress without manual tuning.
Hallucination
hallucination00.0%
LearnShift cross-checks outputs against schema and ground-truth hints stored from prior heals.
Timeout
timeout00.0%
LearnShift shortens critical paths and switches to cached fallbacks when upstream latency spikes.
Context Overflow
context overflow00.0%
LearnShift trims and summarizes context windows using ranked memory from past successful runs.
Unknown
unknown failure00.0%
LearnShift captures novel stack traces and promotes validated fixes into the global pattern store.
Live feed
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Agent Trajectory Predictions (Live)
Real-time failure probability — updated every step
Predictions today
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Danger events today
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Pre-emptive kills this month
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Solen analyzes each agent step in real time. Risk scores update after every tool call. A danger-level prediction fires a Slack alert and may trigger a pre-emptive shutdown.
Prediction Accuracy
Resolved TrajectoryShift predictions with ground-truth feedback
Overall precision
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Sample size: —
False positive rate: 0%
Recall by failure type
- Loop—
- Context Flood—
- Cost Explosion—
- Silent Hallucination—
- Timeout Cascade—
- Adversarial Prompt—
🛑 Kill Switch Events (last 24h)
Real production agents terminated before exceeding their budget cap. State checkpointed. No $47k surprise bill.
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