Scaling

Load Patterns that Break Tool-Calling

Load Patterns that Break Tool-Calling

Load Patterns that Break Tool-Calling

Ayman S.

Concurrency, retries, and rate limits — the unglamorous failure modes of scaled agents.

Why AI agents need a different kind of test

The five test methods

1. LLM as judge

2. Golden set evals

3. Trace evals

4. Sandbox simulation

5. Shadow mode

The loop that improves the agent

What these methods give you

How we do it at Chronicle

Questions to ask before you trust an agent

AI fails when conditions

change. Get yours ready.

Book Free Consultation

Ship and scale AI agents that are proven before production.

Company

 

See how we can help you deploy high quality agents that don't fail

© 2026 Chronicle Labs. All rights reserved.

Ship and scale AI agents that are proven before production.

Company

See how we can help you deploy high quality agents that don’t fail

© 2026 Chronicle Labs. All rights reserved.

Chronicle Labs

Ship and scale AI agents that are proven before production.

Company

 

See how we can help you deploy high quality agents that don't fail

© 2026 Chronicle Labs. All rights reserved.