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Engineering instrument

AI System Stability Auditor

Review an AI workflow using heuristic, control-theory-inspired plots and suggestions, including feedback-loop and PID analogies. These outputs are not a validated stability analysis; test proposed changes against the actual system.

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Estimates and scores depend on the selected inputs, model settings, and displayed assumptions.

// Tool 2/8 · Control Theory

Review an AI workflow using heuristic, control-theory-inspired plots and suggestions, including feedback-loop and PID analogies. These outputs are not a validated stability analysis; test proposed changes against the actual system.

// Grounded in agent-orchestration.md (Control Systems + Electromechanical, 34 sources)
// awaiting input
tools-api v1.0
Nemotron 120B → Gemma 31B → MiniMax → Liquid → router

// Input

// Output

// Raw JSON Response

// Want this scaled?

Multi-Agent Orchestration Architecture (Service #35)

Production multi-agent system with control-theory rigor — feedback loops, stability margins, circuit breakers, emergence detection, BSEE-grade reliability.

→ See service · $30K – $80K + $2K – $5K/mo
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// MARIO ALEXANDRE — DLux Digital · Free tool, visible engineering, OpenRouter free-tier models. Audit feed: /api/tools/audit · Metrics: /api/tools/metrics