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Build an autonomous research agent that searches, reads, synthesizes — all within a strict $5/day budget.

What You’ll Build

A research agent that:
  • Searches the web for information
  • Reads and extracts content from URLs
  • Synthesizes findings with an LLM
  • Operates within a strict $5/day budget
  • Stops cleanly when budget is exhausted

Why This Matters

Research agents iterate. They search, read, think, search again. Each iteration costs money. Without runtime enforcement:
Dashboards show you the damage. Saturn prevents it.

Architecture

Step 1: Create the Agent with Caps

First, create an agent with budget caps:

Step 2: Build the Research Loop

Step 3: Handle Budget Exhaustion Gracefully

The Infinite Loop Scenario

Without Saturn, this bug bankrupts you:
With Saturn:

Risk Comparison

Production Checklist

1

Create dedicated agent

Create a separate agent for this workload with its own API key.
2

Set per-call cap

maxPerCallUsdCents: 50 prevents single expensive calls.
3

Set daily cap

maxPerDayUsdCents: 500 prevents runaway loops.
4

Handle BUDGET_EXCEEDED

Catch the error and return partial results gracefully.
5

Log audit IDs

Store metadata.auditId for debugging and reconciliation.
6

Monitor spend

Set up alerts when daily spend approaches cap.

Complete Example

Extend This

Adaptive Budgeting

Start with tight caps, increase as agent proves reliable.

Priority Queuing

When near cap, prioritize high-value research tasks.

Cost Estimation

Estimate loop cost before starting, warn if likely to exceed.

Multi-Agent

Split budget across specialized agents (search agent, synthesis agent).