01
Integrations your business depends on
Keep vendor APIs, databases, and internal tools working together as contracts and data change.
Built for mission-critical systems
Self-improving AI. Verifiable work.
Zerg is a recursively self-improving system for work you can verify. It builds software, checks it against your requirements, and uses the results to improve its tools and workflows for the next run.
- 01Build
Do the work
Turn your requirements into code, connectors, and workflows.
- 02Check
Measure the result
Run tests, evaluations, and checks against the real system.
- 03Improve
Use the feedback
Repair failures and refine the tools and workflows that produced them.
- 04Reuse
Carry it forward
Use those improvements on the next task, then check again.
What works feeds the next run
Tests
Check behavior
Tools
Improve the process
Evidence
Review the result
Where it matters
For work that has to be right.
02
Operations with rules to follow
Build workflows around approvals, permissions, and exceptions, with clear records of what happened.
03
Software that needs to move forward
Migrate code and repair dependencies while testing the behavior your users rely on.
04
Systems you can measure
Use evaluations, simulators, and hardware checks to test results against the environment they need to work in.
The improvement loop
Better tools. Better next attempts.
A failed check becomes useful feedback. Zerg can revise the code, add a missing test, or build a tool that makes the next attempt more reliable. Those improvements become part of how it tackles the next problem. That is what we mean by recursive self-improvement.
01
Do the work
Turn your requirements into code, connectors, and workflows.
02
Measure the result
Run tests, evaluations, and checks against the real system.
03
Use the feedback
Repair failures and refine the tools and workflows that produced them.
04
Carry it forward
Use those improvements on the next task, then check again.
Working with your systems
Give the agent real work to do.
Connect the information and tools it needs.
Bring your repositories, APIs, documents, data, and test environments into the workflow. Zerg can build missing connectors as part of the job.
Set the rules for taking action.
Define the task, available tools, execution limits, and places where a person needs to review the work.
Keep useful work available for reuse.
Code, tests, and repeatable workflows become assets your team can inspect, maintain, and use again.
Verification
Define what correct looks like.
A successful run needs evidence. Your tests, evaluations, simulations, and checks against real systems tell Zerg what passed and what still needs work. The quality of those checks is what makes improvement measurable.
Behavior
Does it do the job?
Test the result against real acceptance criteria, including failures and edge cases.
Evidence
Can your team review it?
Inspect the changes, check results, and execution history before deciding what is ready.
Customer case study
All case studies ↗
Customer story ↗Durable Migrates a Key Legacy Module to TypeScript with Zerg
A 21-day agent run migrated a key legacy module to TypeScript and React for under $500 in model tokens, while exposing the visual checks needed before production.
- February 9 – March 2
- 21 days
- Reported model-token cost
- Under $500
- Input tokens processed
- ~400M
Use cases
Start with a problem you can check.
A migration must preserve behavior. A connector must deliver the right data. An operational workflow must follow the rules. Clear requirements and observable results give Zerg a useful feedback loop.
Data connectors
Build integrations and check that data arrives correctly, even when upstream systems change.
Operations workflows
Turn repeated work into software with permissions, approvals, and exception handling.
Code modernization
Make migrations and dependency changes in reviewable steps, backed by tests.
Data pipelines
Validate transformations, reconcile results, and turn failures into repair work.
Tools for teams and agents
Keep the work connected.
Give people and agents a shared place to track tasks, discuss changes, and attach the evidence behind completed work.
Build with Zerg