Layered Context Routing Tames Campus Chaos: A Laptop AI Experiment That Actually Works
Everyone figured AI for ops would mean giant models slurping vague tickets into black-box hell. This PoC flips it: simple layers of TF-IDF policy pulls, building metadata, and urgency heuristics route requests transparently on your laptop.
⚡ Key Takeaways
- Layered context (policy + place + urgency) makes AI routing debuggable and laptop-friendly.
- TF-IDF + rules outshine black-box prompts for institutional nuance.
- PoC hints at enterprise revival of inspectable systems, dodging hallucination risks.
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Originally reported by dev.to
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