Beyond Commit
Full-Day Workshop · Engineering Teams

AI Workflows for
Engineering Teams

Your team has AI tools. Some developers use them all day, others barely touch them. Good prompts live in personal chat histories. Pull requests get bigger while reviewers understand less of what they approve. Juniors ship code they can't explain.

This full-day workshop gives your team shared, reusable AI workflows for picking up tickets, writing code and reviewing pull requests. Everyone works the same way, agents follow your standards, and developers keep understanding the code they ship.

€4,500 excl. VAT · per group · 8–10 participants · on-site

Full Day

What your team will learn

A hands-on workshop where your team builds AI workflows on its own codebase. Using real tickets and real pull requests, developers set up agent context, write reusable skills, and agree on how far agents may go on their own. By the end of the day, the workflows live in your repository and every developer can run them.

What your team leaves with

  • →A shared AI workflow from ticket to merged pull request, agreed and documented by the whole team
  • →A ticket skill with two modes: guided, where the agent walks a developer through the change like a senior pair, and autonomous, where the agent does the work and presents the result for approval
  • →A review skill that summarises a pull request, explains why each change was made, suggests review comments, and quizzes the reviewer so they understand what they approve
  • →Context files that teach agents your conventions, architecture and Definition of Done, so output fits your codebase from the first prompt
  • →A spec template that turns a ticket into requirements, design and tasks before any code is generated
  • →Team guardrails for autonomy, human sign-off, security and data, so speed comes with control

Where this workshop helps most: Teams where AI use differs per developer · Growing pull requests and shallow reviews · Juniors who rely on AI output they can't explain · Teams ready to make AI part of how they work

The Format

Hands-on. Built on your own codebase.

Full day, on-site

A focused session where your team builds and tests AI workflows on tickets and pull requests from its own backlog.

Up to 8-10 participants

Small enough for every developer to build, run and refine their own setup with direct feedback.

Built for immediate use

Every skill, template and agreement is committed to your repository at the end of the day, ready for the next ticket.

The Day

A full day, structured for depth.

09:30 – 09:45

Welcome & mindset reset

09:45 – 10:30

Map how your team uses AI today

Chart where each developer uses AI, where it saves time, and where it causes rework or risk, so the team builds from one shared starting point.

10:30 – 11:15

Give your agents context

Write the context files that teach agents your conventions, architecture and Definition of Done, so their output fits your codebase from the first prompt.

11:15 – 12:00

Turn tickets into specs

Use spec-driven development to turn a real ticket into requirements, design and tasks, so every agent starts with a clear outcome before a single line of code is generated.

12:00 – 13:00

Lunch break

13:00 – 14:00

Build your ticket workflow

Build a skill that picks up a ticket in two modes: guided, where the agent coaches a developer through the change like a senior pair, and autonomous, where it does the work and presents the result.

14:00 – 15:00

Build your review buddy

Build a review skill that summarises a pull request, explains the reasoning behind each change, suggests comments, and quizzes the reviewer on what their colleague built.

15:00 – 15:15

Break

15:15 – 16:00

Set the guardrails

Agree on what agents may do on their own, where a human always signs off, and how the team handles security, secrets and customer data.

16:00 – 16:30

Keep developers learning

Design the habits that keep juniors and mediors growing as agents write more of the code, from guided mode to review quizzes and pairing moments.

16:30 – 17:00

Make the workflow stick

Commit every skill and agreement to the repository, define how they fit into daily work, and map a 90-day plan with clear signals such as pull request size and review turnaround.

Investment

€4,500

excl. VAT · per group · 8–10 participants · on-site

Request this workshop →

Or book a 30-minute discovery call first.

Every workshop supports the next generation of developers.

10% of every workshop goes directly to tech initiatives that bring more people into the industry — TechMeUp, HackYourFuture, SheSharp, and GirlCode.