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Agentic Engineering: From Ticket to Pull Request

May 16, 2026 · 1 min read

A practical view of agent-assisted workflows that begin with task context and end with reviewable changes.

AI EngineeringDeveloper Tools

Agentic workflows are most useful when they are bounded. The agent should start with a concrete task — a Jira ticket, a Figma spec, a free-text prompt — inspect the relevant parts of the codebase, make focused changes, explain the tradeoffs, and leave a reviewer with a clear diff. The value is not in replacing the engineer, but in removing the repetitive context-gathering and boilerplate so that judgment and review work can stay with a human.