Composing domain-specific harness on Python in 10 mins
- Source
- cayu.dev
- Author
- zamir_akimbekov
- Date
Context
A domain-specific needs its business rules implemented around the model. The Cayu walkthrough illustrates this with a fictional university dining purchase: whole potatoes cost less but take longer to prepare, so with reduced kitchen staffing the peeled option is the one that fits. Python tools calculate quantities, cost and preparation time; the model compares the options and explains the tradeoffs. Submitting an order requires approval of the exact proposal, after which the application rechecks the plan, policy, product facts and stock before writing a receipt, and the agent reads that receipt to verify the purchase. The walkthrough calls the the domain-specific system of instructions, tools, knowledge, policies and approval rules assembled around the model, turning a purchasing conversation into a controlled sequence of actions.
- AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
- agent harness — The scaffolding around a model that turns it into a working agent — the loop, the tools it can call, and the rules for when to stop.
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