# Evaluating Async AI Agents in Production

DevFeed: [Evaluating Async AI Agents in Production](<https://devfeed.tech/articles/async-agents-signal-over-noise-13560.md>)

Original publisher: [Read original article](<https://zed.dev/blog/up-your-async-game-jessie-frazelle>)

Author: Franciska Dethlefsen

Published: 2025-08-27T00:00:00Z

Content type: comparison

Language: en

Sources: [Zed Industries - Blog](<https://devfeed.tech/sources/zed-industries-blog.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Code review](<https://devfeed.tech/topics/code-review.md>), [C++](<https://devfeed.tech/topics/c-plus-plus.md>), [Rust](<https://devfeed.tech/topics/rust.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [async](<https://devfeed.tech/tags/async.md>), [c-plus-plus](<https://devfeed.tech/tags/c-plus-plus.md>), [code-review](<https://devfeed.tech/tags/code-review.md>), [copilot](<https://devfeed.tech/tags/copilot.md>), [python](<https://devfeed.tech/tags/python.md>), [rust](<https://devfeed.tech/tags/rust.md>), [typescript](<https://devfeed.tech/tags/typescript.md>)

## AI overview

Jessie Frazelle evaluates async AI agents using production code across Rust, C++, Python, and TypeScript. She describes frequent low-value comments, hallucinated summaries, missed issues, and intrusive review behavior. The article highlights Graphite Diamond for selectively identifying meaningful bugs and reducing review noise.

## Source excerpt

Jessie Frazelle shares her hands-on experience evaluating async AI agents in production, highlighting common pitfalls and which stood out for its precision and restraint.