
DevFest Community Workshop: Building Real Agents Together

The DevFest Community Workshop season opened in New York at Google Hudson Square with 80 engineers, and the post describes a deliberate alternative to the usual copy-paste style technical workshop. The new format, called Workbench, shifts attention from syntax and boilerplate to core ideas and architectural models. Attendees spent the day working with the mental models behind graph engineering, self-evolving architectures, and automated self-patching harnesses instead of blindly pasting code to get green checkmarks.
The opening session set the tone. Ricky Robinett, Senior Director of Developer Marketing, explained why prompt engineering fails as a safety mechanism: English is a probabilistic suggestion, not an execution boundary. Rachel Francois, GDG North America Program Lead, then joined GDG Brooklyn organizers to emphasize the value of local developer chapters and building durable software as a team sport.
The morning lab, led by Annie Wang and Christina Lin from the Americas DevRel Team, focused on Google’s Agent Development Kit (ADK), Veo 3.1, Memory Bank on Gemini Enterprise Agent Platform, and RAG Engine on Gemini Enterprise Agent Platform. The key principle was separating state from active compute for long-running tasks: workflows paused cleanly mid-execution, waited out asynchronous human approvals, and resumed without running up idle compute costs.
After lunch, Logan Hennessy, Americas Developer Relations Engineer, and Kartik Derasari, Google Developer Expert, led a lab on using auction history to improve bidding strategy. Attendees integrated BigQuery data into autonomous data engineering pipelines, reasoned about deterministic bidding logic, and added eval-gated, self-patching harnesses that catch spend anomalies and update runtime execution safely. Between lab blocks, fast-paced speed quizzes added a live leaderboard element.
The New York event is the first of six. The exact experience is going on tour to Sunnyvale on September 30, Washington DC on October 6, Atlanta on October 30 as part of DevFest Atlanta, Seattle on November 4, and Boston on November 10.


