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Jacobs · 2025–present

Engineering mission software at scale

Hands-on engineering and technical delivery on a simulation program — roughly 20 repositories, three environments, a team of about 10, and partner and vendor teams. Six engineers onboarded and coached. A portable messaging layer is in use; ownership is shared.

Staff Aerospace Software Engineer — implementation, technical delivery, and coaching.

  • Python
  • AWS
  • Kubernetes
  • DevSecOps
On this page

Problem

  • Independently developed services need compatible interfaces and repeatable integration.
  • Delivery conventions varied by repository, which made reviews, testing, and releases harder to trust.
  • Work spans roughly 20 repositories, three environments, and multiple Jacobs, partner, and vendor teams.

Decisions

  • Put CI/CD, two-approval review, testing, type-checking, security, coverage, and release practices on a shared baseline.
  • Separate application messaging from the broker behind a common interface and adapters.
  • Treat tests that do not exercise behavior, and late integration, as defects in the engineering system.

Outcome

  • Established at least 80% repository test coverage, two-approval pull-request governance, and automated quality gates across the repositories in scope. Releases are safer and more predictable.
  • Shared delivery gates are the adopted baseline across those repositories.
  • A portable messaging layer is in use so broker choice can stay in configuration. Ownership is shared.
  • Stronger unit-test expectations are defined and applied in review. They are not a finished program-wide rewrite.
  • Six engineers onboarded and coached while the same practices were reinforced in review.

Engineering delivery system

Validation feedback

  1. Local development

    Code

    Pre-commit

    format · lint · imports · types · secrets

    Commit / push

  2. Repository validation

    Pull request

    Review

    2+ approvals

    CI pipeline

    unit tests · coverage · SAST

    dependency audit · build

    Merge gate

    review + CI pass

  3. Change intelligence

    Change detection

    Delta tagging

    Cross-repo impact

  4. System validation

    Integration tests E2E tests Environment validation Release

Local checks run on the workstation; CI provides the authoritative repository gate. Downstream validation covers cross-repository and environment-level behavior. Simplified, unclassified delivery view—not a program architecture.

Scope

Owns
Day-to-day software delivery, engineering standards, mentoring, and hands-on implementation across roughly 20 repositories.
Influences
Program priorities, vendor and partner-team dependencies, and integration across repositories.
Reserved
Staff individual-contributor role; formal personnel decisions remain with management.

Team & contribution

Contribution
Hands-on technical leadership
Team & partners
About 10 engineers, plus program stakeholders, partner teams, and vendors
What I improved
Onboarding, technical feedback, and turning integration problems into tickets while the change is still cheap.
Key decision
Treat weak tests and integration risk as engineering work, not process leftovers.

Formal personnel management remains with management.

Program-specific architecture and operational details are not included here.

Read the status labels as the adoption record: delivery gates are the baseline, messaging is in use with shared ownership, the unit-test standard is in review, and cross-team delivery is ongoing work.

A concrete defect: some tests reported coverage without failing when the behavior was wrong, including filters whose no-op path never triggered a failure. Remaining test work is quality — isolation, representative data, and failure cases on changed code — not another coverage number.