Latitude

An open-source AI-agent observability platform that traces, detects, and auto-fixes production agent issues via PRs

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What is it

Latitude is an open-source AI-agent observability platform. It's specifically for tracing AI agents' execution in production, detecting problems that arise, and automatically proposing fixes by submitting a pull request (PR). In other words, it not only helps you see what happens to the agent but also tries to proactively patch the problem for you.

What problem it solves

Once an AI agent goes live, its behavior becomes hard to grasp: it may fail on certain inputs, take detours, or produce wrong results, and developers often have to sift through masses of logs afterward to find the cause. Traditional monitoring tools can tell you "something went wrong" but won't tell you "how to fix it."

Latitude's approach links observability and repair together — first laying out every step of the agent via tracing and detecting anomalies, then turning suggested fixes directly into PRs sent into your code flow, letting engineers decide whether to adopt them via the familiar code-review process. Plus, being open-source, teams can deploy and control it themselves. It suits engineering teams developing and operating AI agents, used to shorten the debugging-and-iteration loop.

Key Features

  • Traces AI agents' full execution
  • Detects agent anomalies in production
  • Auto-proposes fixes as pull requests
  • Open-source, self-hostable and customizable
  • Integrates with the existing code-review flow
  • Focuses on production agent operations

Pros

  • Open-source, teams can control and deploy it themselves
  • Links detection and repair into one flow
  • Fixes presented as PRs, matching engineers' habits

Cons

  • Auto-fixes still need human review to gatekeep
  • Mainly aimed at development teams with engineering capability

Use Cases

  • Tracing failed steps of production AI agents to find the root cause
  • Letting the platform auto-submit fix PRs to speed up debugging
  • Self-hosting the open-source observability platform to control data

Editor's Note

Taking agent observability all the way to auto-submitting fix PRs — a big cut to the debugging loop.

FAQ

Is Latitude open-source?

Yes — it's an open-source AI-agent observability platform; teams can deploy and customize it themselves as needed.

Will its auto-fixes directly change my code?

It proposes fixes as pull requests; whether to merge is still decided by engineers via code review — it won't apply changes on its own.

What kind of teams is it suited to?

Engineering teams developing and operating AI agents that need to trace problems in production and speed up debugging iterations.

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