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Engineering instrument

Token Budget Watchdog

Set a deadline (ms) and max tokens. Submit a prompt. Watch the multi-model fallback chain execute live: which model handled it, latency, deadline budget consumed, watchdog status. Embedded-systems thinking applied to LLM ops — real-time, deterministic, fallback-protected.

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// Tool 8/8 · Embedded Systems

Set a deadline (ms) and max tokens. Submit a prompt. Watch the multi-model fallback chain execute live: which model handled it, latency, deadline budget consumed, watchdog status. Embedded-systems thinking applied to LLM ops — real-time, deterministic, fallback-protected.

// Grounded in resource-constrained-ai.md (Embedded Systems 40 + C Programming 74 sources)
// awaiting input
tools-api v1.0
Nemotron 120B → Gemma 31B → MiniMax → Liquid → router

// Input

// Output

// Raw JSON Response

// Want this scaled?

Embedded AI & TinyML Firmware (Service #26)

Real-time AI on microcontrollers — deterministic latency, hard deadlines, battery-aware, no cloud roundtrip. Embedded-systems thinking on actual silicon.

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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