An Agent That Fixes Its Own Mistakes - Saloni Gandhi & Ziwei Guo, LinkedIn

At LinkedIn, AI agents pull together profiles, preferences, career goals and activity into an evolving picture of each member's career. Saloni Gandhi and Ziwei Guo show the closed loop that keeps that agent improving: it evaluates its own outputs, finds failure patterns, reflects on root causes, and proposes targeted fixes, using GEPA to refine its instructions. They also share where they're taking it next, beyond prompts to improving the whole agent harness. Saloni Gandhi, LinkedIn: https://x.com/sal_gandhi | https://www.linkedin.com Ziwei Guo, LinkedIn: https://www.linkedin.com