# chainguard engineering blog

Published articles for chainguard engineering blog.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## How Chainguard monitors a fleet of AI coding agents with Lens

DevFeed: [How Chainguard monitors a fleet of AI coding agents with Lens](<https://devfeed.tech/articles/you-can-t-trust-what-you-can-t-see-how-we-keep-an-eye-on-a-fleet-of-ai-agents-13343.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/you-cant-trust-what-you-cant-see-how-we-keep-an-eye-on-a-fleet-of-ai-agents>)

Published: 2026-07-02T00:00:00Z

Content type: opinion

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [agent observability](<https://devfeed.tech/topics/agent-observability.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [observability](<https://devfeed.tech/topics/observability.md>), [coding](<https://devfeed.tech/topics/coding.md>), [monorepo](<https://devfeed.tech/topics/monorepo.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [chainguard-agent-skills](<https://devfeed.tech/tags/chainguard-agent-skills.md>), [chainguard-ai-agents](<https://devfeed.tech/tags/chainguard-ai-agents.md>), [chainguard-engineering-blog](<https://devfeed.tech/tags/chainguard-engineering-blog.md>), [coding](<https://devfeed.tech/tags/coding.md>), [lens](<https://devfeed.tech/tags/lens.md>), [observability](<https://devfeed.tech/tags/observability.md>)

### AI overview

Chainguard describes Lens, a visibility layer for monitoring a fleet of AI agents that open pull requests in a large monorepo. It brings token use, model calls, evaluation results, and agent decisions into view so people can investigate costs, failures, and changes in agent behavior.

### Source excerpt

See how Chainguard uses Lens to monitor AI agents in real time with traces, evals, costs, and safeguards that make autonomous coding trustworthy.