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