Groundtrack

Continual learning infrastructure for coding agents

Your engineering organization should get smarter every time an agent works.

Groundtrack turns hard-won discoveries and corrections into durable organizational capability. Future agents inherit what matters, while recurring friction becomes evidence-backed initiatives to improve the environment they work in.

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How Groundtrack improves

Improve agent decisions and the environment they work in.
Evidence connected
K

Knowledge loop

Teach the next agent what matters.

Preserve exact mechanisms, scope, exceptions, failed approaches, and source evidence—then retrieve them during relevant work.
E

Environment loop

Remove what keeps holding agents back.

Turn recurring friction into initiatives that improve tools, systems, and ways of working across the organization.
Measure what helped then use the result to improve what comes next.

The operating model

What Groundtrack does with finished work.

With a real end-to-end example.

  1. Evidence

    01 / 05

    Observe

    Capture what happened during completed work and preserve the source evidence.

    Source event

    The developer database retained an older renamed migration, making Prisma's normal migration command unsafe in a non-interactive session. The agent generated and validated the migration against a disposable Postgres database, then removed only that database.

  2. Judgment

    02 / 05

    Generalize

    Turn specific episodes into scoped lessons and identify recurring systemic problems.

    From event to experience

    Groundtrack distilled the episode into a reusable, scoped experience: generate migrations against an isolated database when local history drifts.

  3. Intervention

    03 / 05

    Intervene

    Apply the smallest useful lesson at the right moment—or remain silent.

    Groundtrack retrieval feedback marks the isolated-database experience Applied; the agent says it will preserve the original.
    A later search for migration drift returned this lesson. The agent marked it applied and said it would preserve the original database.

  4. Outcomes

    04 / 05

    Verify

    Connect interventions to behavior and engineering outcomes to learn what worked.

    Completed outcome

    Repaired local migration history and preserved account state

    A recorded Groundtrack outcome describes a replacement built from checked-in migrations, validated account data, and a retained original database and dump.

  5. Capability

    05 / 05

    Encode

    Turn validated learning into better instructions, tools, workflows, and infrastructure.

    Groundtrack initiative for safe Prisma migration generation: seven independent sessions, eight supporting events, no opposing evidence, and an assessment of the disposable-database workflow.

Make the next attempt better

Stop paying for the same engineering lesson twice.

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