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Principles for Building One-Shot AI Agents

Published on: 2025-04-17 17:30:53

EdgeBit is a security platform that helps application engineering teams to find and fix security vulnerabilities. The Dependency Autofix feature contains an extremely accurate reachability engine to identify impact to your app. Most updates have no impact, so engineers using EdgeBit can dedicate efforts on impactful upgrades. This translates to more time spent “on-mission” instead of managing dependencies. This post will cover how to identify areas that can 1) use focused tools, 2) smartly handle errors and 3) harness the persistence of an AI agent to unlock massive efficiency gains, like we have done for Dependency Autofix, with some data to back it up. What is a One-Shot Agent What is a “one-shot” AI Agent? A one-shot AI agent enables automated execution of a complex task without a human in the loop. EdgeBit’s Dependency Autofix is built around one-shot code maintenance workflows - no human input is required. Unlike the typical AI within an IDE experience, where a developer manua ... Read full article.