THE PRODUCT PROBLEM
Analyzing coding agent performance against standardized benchmarks like TerminalBench2 or SWEBench-Pro was becoming an overwhelming task due to the sheer volume of data. The existing process was inefficient, requiring manual investigation of patterns in trajectories, which was neither scalable nor sustainable. The business needed a solution to streamline this analysis, reducing the time and effort required to derive insights from hundreds of thousands of lines of code. The competitive pressure came from the necessity to maintain a high level of innovation and productivity within the Copilot Applied Science team, ensuring that they could focus on creative problem-solving rather than being bogged down by repetitive tasks.
THE DECISION
The decision to automate the analysis of coding agent trajectories using eval-agents was a strategic tradeoff between maintaining manual oversight and embracing automation to unlock efficiency. By prioritizing the creation of shareable and easily authored agents, the team aimed to democratize the use of this tool across the organization, allowing others to contribute and innovate. This required alignment across PM, engineering, and science teams, as the shift to automation needed buy-in from all parties to ensure successful implementation. The alignment was challenging due to the cultural shift towards relying on AI-driven solutions, but ultimately, the decision empowered the team to focus on higher-value tasks, proving to be the right choice in hindsight.
THE LESSON
This experience highlights the transformative potential of PM and engineering collaboration when embracing automation. It reveals that successful product development often requires not just solving immediate problems but also anticipating future needs and enabling broader team contributions. The lesson here is that PMs should encourage engineers to identify repetitive tasks ripe for automation and support the creation of tools that can be shared and expanded upon by the entire team. This approach not only enhances productivity but also fosters a culture of innovation, where team members are empowered to focus on creative and strategic work rather than being mired in routine tasks.