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LLM Cost Engineering

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1 · Spending less on the same work

1Token economics of an agent fleet
2Prompt caching as system design
3Trimming and compacting context
4Batch, flex and fast tiers

2 · Changing the model, and governing the spend

5Cost-quality curves, routing and cascades
Exercise answers
- Answer: Measure a cost-quality curve and test a cascade
- Answer: Does a learned router beat self-confidence?
6Distilling into small models
7Self-hosting break-even
8Attribution, budgets and alerts

CapstoneCost-engineer an agent pipeline Reference implementation

Answers Lesson 5: Cost-quality curves, routing and cascades

Step-by-step answer

Core 90–120 min8 steps

Measure a cost-quality curve and test a cascade

Back to the exercise

Previous answerBuild a resumable batch extraction job Next answer Does a learned router beat self-confidence?

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