Abhishek Jha

Exit Capsule Generato:- AI Workforce for Dependency Intelligence

Flip the Switch Hackathon/Nov 2026

Exit Capsule Generator is an AI-powered Python dependency intelligence and migration planning platform built for developers and engineering teams. It addresses a common software maintenance problem: identifying risky or outdated dependencies is not enough. Developers also need to understand where packages are used, evaluate replacements, verify migration proposals and preserve evidence before making changes. The platform combines: • Static Python AST analysis to map dependency usage across source files. • Deterministic risk scoring to identify maintenance and compatibility concerns. • Gemma 4-powered migration proposal generation. • An independent 10-point verification pipeline using isolated virtual environments. • Versioned Exit Capsules in JSON and Markdown with an evidence ledger and SHA-256 integrity metadata. • Human approval before generating a structured 15-point implementation plan. Switch connects the project's custom AI workforce to a Slack communication workflow, making agent identities and application milestones visible to the team. Our principle: AI proposes. The tool verifies. The developer approves. Tests provide evidence.