Inference Economics and Engineering
What does it cost to serve a useful result under real operating constraints?
RESEARCH PILLAR C · PLANNED PROGRAM
Guiding question
What does it cost to serve a useful result under real operating constraints?
Areas of inquiry
Prefill and decoding; KV-cache memory; batching; quantization and speculative decoding; routing; reasoning; latency and availability; multimodal workloads.
Initial investigation
We will begin with explicit definitions, a source review, and a reproducible model or measurement protocol. Cost estimates will separate assumptions from observations and report uncertainty.
Current outputs
No reviewed research has been released in this pillar yet. Approved publications and artifacts will appear in the publication library.