Groundtrack Get early access

Durable experience for software agents

Software-agent organizations should retain, verify, and reuse what they learn.

Groundtrack turns debugging work, production outcomes, and agent discoveries into trusted organizational experience—so the next engineer or coding agent starts with what the organization already knows.

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The missing layer

Agents learn locally and forget globally.

Git stores what agents built. It rarely stores the failed approaches, production behavior, human corrections, or non-obvious constraints they discovered while building it.

A shared memory database is not enough. Plausible guesses become stale guidance. Similar incidents have different causes. Later evidence changes what was true.

Groundtrack keeps the lesson together with its evidence, scope, provenance, and current status.

One durable experience

What the organization actually learned.

Debugging experience

Verified

An outdated User-Agent caused vendor PDF requests to return 502s.

Failed attempt
Increasing the request timeout did not change the failure.
Intervention
Updated the request header for the vendor endpoint.
Evidence
Controlled request, merged PR, passing CI, and production recovery.
Applies when
Debugging 502s from this vendor, endpoint, or service.

When the symptom returns, a future agent sees the verified cause and the failed timeout path before repeating the investigation.

The learning loop

Every outcome makes the next attempt better informed.

  1. 01

    Capture

    Keep the useful lesson from an agent session, incident, pull request, or review—not the entire transcript.

  2. 02

    Verify

    Connect each claim to tests, CI, deployments, human decisions, and later outcomes.

  3. 03

    Retrieve

    Surface the right experience when a similar failure, service, or line of work appears again.

  4. 04

    Improve

    Use new evidence to strengthen, narrow, contradict, supersede, or retire what the organization knows.

Groundtrack

Your organization should not lose its tenure every time a new agent starts.

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