How to Generate Mergeable Code with a Context Engine — Peter Werry, Unblocked

A coding agent can read a repository and still miss why a team chose its design. The talk description presents Unblocked's context engine as a way to bring in past decisions, conventions and discussions, with sources attached so a person can check them.

The company's engineering article explains the mechanism: combine source code with pull request history, documentation and conversations, then retrieve what is relevant to the proposed change. Its illustrative scenario is a change adding retry logic that looks reasonable alone, while a Slack thread would show the team had removed retries because they masked cascading failures. The intended benefit is to give an agent the decision history that would change a human review.