Use Cases

DevSecOps

Building a DevSecOps pipeline with Bob

Use an AI development partner to draft, review and harden a CI/CD pipeline with security gates that a platform team can actually approve.

Kubernetes

Generating production-ready Kubernetes manifests

Turn a service description into deployment, service, HPA, PDB and NetworkPolicy manifests that pass cluster admission policies.

Modernization

Modernizing a legacy Java application

Plan and execute an incremental upgrade of an old Java service — dependency mapping, framework migration and test coverage first.

Development

Understanding an unfamiliar repository

Get a reliable mental model of a codebase you inherited — entry points, data flow, hotspots and the questions you should ask a human.

Cloud

Generating Terraform infrastructure

Draft reviewable Terraform modules with sane variables, outputs and remote state — then validate before anything touches an account.

Testing

Raising test coverage where it matters

Generate meaningful unit and edge-case tests instead of coverage padding, and keep the suite fast enough to run on every commit.

Documentation

Producing technical documentation that survives

Generate README, architecture and runbook documentation from the code itself, so docs can be regenerated instead of rotting.

API Development

Designing and scaffolding an API

Go from a rough requirement to an OpenAPI contract, generated handlers, validation and contract tests.

MCP

MCP servers and agent workflows

Explore how tool-connected assistants fit into a developer workflow, and where a human approval gate belongs.

Enterprise Automation

Enterprise platforms: IBM Z and IBM i context

How developers on enterprise platforms approach AI-assisted work — with strong emphasis on verification and change control.