Copilot agents for robotics teams

As AI Enablement Engineer at ABB Robotics, I brought AI into the way engineering teams already worked: agents, prompts and skills fitted to each team’s process, gathered into a library they could build on.

AI enablementABB RoboticsJan – Jun 2026
Full experience
FIG. 01  RolloutNA · 2026
TEAM WORKFLOWEach team’s SDLCAGENTSCopilotPROMPTSSharedSKILLSReusableTOOL LIBRARYCode, review, docsTEAMSSelf-serve
AI that fits how a team works
The work

AI that fits how a team works.

Each engineering team at ABB Robotics has its own way of building software, so I tailored GitHub Copilot agents, prompts and skills to each team’s SDLC workflow.

The pieces that worked became a reusable library of AI developer tools for code generation, review and documentation. It grew into an internal platform other engineers built their daily workflows on. Later I extended the same approach with the Claude API and MCP-based agent tooling.

  • Personalised Copilot agents for each team
  • A shared library of prompts and skills
  • Code generation, review and documentation
  • Self-serve setup for every team
  • Agents built on the Claude API and MCP
Role
AI Enablement Engineer
When
Jan – Jun 2026
Teams
Four engineering teams
Stack
Copilot, Claude API, MCP
Rollout

From one team to a platform

  1. Fit each team

    Studied each team’s SDLC workflow and built agents, prompts and skills that matched it.

  2. Build the library

    Collected what worked into a reusable library of AI developer tools.

  3. Hand it over

    Documented the workflows and set every team up to run its own Copilot agents after deployment.

  4. Add a second ecosystem

    Extended the tooling with the Claude API and MCP-based agents.

What made it stick

Built to be owned by others

  1. Shaped around real teams

    Agents, prompts and skills followed each team’s existing SDLC workflow.

  2. Documented for self-serve

    Every workflow was written down so teams could set up and adjust their own agents.

  3. One owner for adoption

    I was the internal owner for AI tooling adoption, from documenting workflows to setting each team up to self-serve.

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Let’s build something

I’m always up for a conversation about AI engineering, game tech, or a project that sits somewhere in between.

iamnaheel@gmail.com
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