Your engineering organization should get smarter every time an agent works.
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.
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.
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 / 05Generalize
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 / 05Intervene
Apply the smallest useful lesson at the right moment—or remain silent.
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
5. Capability
05 / 05
Encode
Turn validated learning into better instructions, tools, workflows, and infrastructure.
Make the next attempt better