Equation 1 · Part 2 · The Real Economics of Shipping a Model to a Device
Symbol C_distill
What this part means
the one-time training cost.
Its job in the formula
istill is part of the quantity the equation computes from the expression on the right.
Full expression→Symbol C_distill→Article meaning
Where the article explains it
Here is the one-time training cost, Q is the number of queries served over the deployment’s life, and and are the marginal cost per query of serving each model, wherever that serving happens.
The passage around this formula
That gap explains why distillation investment almost never fails its own break-even test once a product actually ships. Write the total cost of training and then serving a distilled student model as . against the cost of simply continuing to serve the teacher directly for the same query volume,
Learn the underlying idea
A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.
Open the illustrated subscripts: which member of a family? guide →
See this notation across published equations →
Sources cited in the article section
- [1] Alpaca: A Strong, Replicable Instruction-Following Model ↗
- [2] Sky-T1: Train your own O1 preview model within $450 ↗
- [5] DeepSeek-V3 Technical Report ↗
- [11] OpenAI's Sam Altman says giant A.I. models are over—but going small won't appease regulators ↗
- [3] Trends in the Dollar Training Cost of Machine Learning Systems ↗
These citations provide research context; check each source for the exact claim it supports.