UNDERSTAND
Trace existing behavior
Summarize related scripts, dependencies, configuration and prior incident notes for an engineer.
WMS engineering / developer workflows
Help WMS engineers ship reviewed changes—not uncontrolled code.
Assist with repetitive change requests, MOCA/SQL analysis, test scaffolding, documentation and code review. Keep generated artifacts in a restricted development environment with human ownership of every merge and deployment.
Sandbox or branch only · Reviewed diffs · Repeatable tests · No automatic production deployment
Change request WMS-271ILLUSTRATIVE
Requirements linkedReviewed
Proposed source changesDraft branch
Regression test generationSandbox
Deployment approvalNot granted
NEXT GATE
Senior WMS engineer reviews the patch, data impact and regression report. No deploy credentials available to the agent.
Candidate tasks
Reduce the low-value work around a WMS change.
These are examples to validate, not claims of functioning production coding agents.
PREPARE
Draft safe changes
Produce reviewed pull requests or patch proposals against allowlisted files, not directly executed WMS commands.
VERIFY
Test & document
Generate regression test suggestions, edge cases, release notes and explicit unresolved dependencies.
Proposed delivery workflow
Engineering controls remain outside the model.
01
Engineer-approved requirement
Capture scope, supported WMS version, expected behavior, test fixtures and forbidden modifications.
02
Restricted context retrieval
Expose an allowlisted repository, relevant documentation and non-production data only.
03
Patch proposal + evidence
Produce a traceable diff, assumptions, dependency map, unit tests and validation report.
04
Human review and staged testing
Named WMS engineer approves code. CI, integration and regression checks run before any controlled release.
Pilot evaluation
Judge the agent on the patch, not its explanation.
Use resolved historical WMS changes with known expected behavior and documented reviewer decisions.
Measure
- Time to a reviewable patch compared with the current process
- Reviewer acceptance rate and rework hours
- Regression test coverage and defects
- Unapproved files or privileged actions: zero
- Documentation quality and reproducibility
Don't automate yet if
- No version-controlled code or suitable sandbox exists
- There are no known-good tests or prior requests
- Agents need direct production permissions
- Changes routinely require undocumented tribal knowledge
- The WMS vendor already provides sufficient development tooling
Start with a completed change request and its acceptance criteria.
A bounded development assessment tests feasibility before any coding pilot.