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If you thought ‘infinite context’ windows can effortlessly swallow your enterprise monolith, then think again. This session shatters the illusion of massive prompt windows and introduces a practical, distributed-systems approach to AI context management. Discover the exact framework used to orchestrate an army of specialised, tool-driven subagents that can successfully map out and reverse-engineer 10,000+ file XXL codebases without ever hitting the context wall.

Harshad Nawathe will take you through how these specialised agents divide and coordinate the work, progressively build an understanding of a large codebase, and turn an otherwise overwhelming reverse-engineering problem into a structured, scalable process. The session will also explore the architectural choices that make this approach work in practice, and where the real challenges emerge when AI agents tackle enterprise-scale systems.

What you’ll learn:

  • How to manage AI context when working with massive enterprise codebases
  • How specialised, tool-driven subagents can divide and coordinate reverse-engineering work
  • A practical framework for mapping and understanding 10,000+ file XXL codebases
  • The architectural patterns that make multi-agent context management scalable
  • What it takes to move beyond a single agent trying to understand an entire codebase at once

Agenda

🗓️ Save the Date: 22nd September, 2026
📍 Location: Sahaj Software, Creo Westgate House 9 Holborn, London EC1N 2LL
🕕 Time: 6:00 PM – 8:00 PM (BST)

The evening will feature:

🎤 One engaging talk with Q&A
🤝 Plenty of time for networking over free pizza and non-alcoholic drinks
Don’t miss this chance to learn, connect, and share with fellow tech enthusiasts.

👉 Please click the link below to register.
https://sahaj.ai/events/the-practical-guide-to-reverse-engineering-xxl-codebases-with-agentic-ai/

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