Groundtrack

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.

The missing layer

Agents learn locally and forget globally.

Git stores what agents built. It doesn't store 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.

Why verification matters

The first explanation is not always the lesson worth keeping.

Agent sessions end before reviews, deployments, recurrences, and other evidence arrive. Groundtrack keeps the lesson open to correction.

A debugging story

A fix looks correct. Production later proves it was not.

Production

PDF ingestion starts stalling. An agent increases the worker timeout; tests pass and the incident appears to stop.

The verification loop

Experience stays provisional until outcomes support it—and remains revisable afterward.

  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.