Commitment Lab: AI Practice Room for Cross-Team Conflicts

When a customer expects an integration on Friday and sales wants an answer, engineering may state the work cannot ship by then. The hard part is often recognizing that multiple distinct statements are being treated as a single promise, including customer expectations, engineering targets, and unmade agreements.

To navigate this challenge, the creator built Commitment Lab for the Flip the Switch hackathon as a personal practice space. Learners work through a fictional stakeholder conflict alongside an engineering mentor and two AI agents in a shared Switch room, aiming to clarify what has been agreed upon versus what remains open.

Bridging the gap between commercial teams and engineering is a persistent organizational challenge. Simulating these negotiations with AI allows professionals to practice critical cross-functional communication safely without risking real client relationships.

The exercise centers on a fictional company named Acme and a Friday launch expectation, featuring four distinct roles within the lab. During the recorded session, a single operator simulated both the learner and the mentor, while the stakeholder and coach operated as Codex-backed agents inside a Switch and Mattermost environment.