AI/ML●●●●Gem
I applied Lyapunov stability theory to detect when LLM agents spiral
Lyapunov stability theory catches token spirals before your budget explodes.
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visha1v
1025d ago
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Runtime safety net for LLM agents. Detects token spirals, kills doomed tasks early, tells you exactly why. Rust core, Python SDK. pip install state-harness
12 starsPython
I applied Lyapunov stability theory to detect when LLM agents spiral
by visha1v·Jun 9, 2026·5 points·1 comment
AI Analysis
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Lyapunov stability theory for LLM loops beats hard budget caps any day.
Strengths
- •Rust core ensures zero overhead on the Python agent loop itself.
- •Classifies failure patterns like context spirals instead of just killing processes.
- •Zero-cost diagnostics require no extra LLM calls to generate reports.
Weaknesses
- •Only two GitHub stars suggests unproven adoption in production environments.
- •Lyapunov math might be overkill for simple scripts needing basic budget caps.
Category
Target Audience
Backend developers building autonomous LLM agents
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