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Benchmark1 min read

Five repeated jobs cover 85% of an agent's writes

Given raw agent logs and no task list, AgentCompile found 5 repeated jobs. Together they cover 85% of what the agent changes.

Key result

5 repeated jobs found in raw agent logs, with no task list.

together they cover 85% of the agent's writes

Setup

Input
Raw agent logs from τ-bench retail, with no task list
Measured
The share of the agent's writes the jobs cover

The question

An agent looks like it does a thousand different things. Underneath, how many jobs is it really doing?

What we found

From the agent's raw logs, with no task list, AgentCompile found 5 repeated jobs. Together they cover 85% of the agent's writes.

A few jobs, done again and again, are most of the work.

Why it matters

If most of the work is a few jobs, a few compiled jobs change most of the calls. Your agent keeps the rest: everything new, unclear or unusual.

Limits

  • One domain: retail customer service. Your agent's jobs will be its own; a pilot starts by showing you which repeat.

Join the beta. 10 spots.

If your company runs an AI agent in production, we'd like to compile its most repeated jobs with you.

Book a call

cal.com/agent-compile/beta

To start, we'll ask to see your agent's logs.