Research

The Work.

Papers, writeups, and experiments from independent research at Pandemonium.

Mar 1, 2025

LLMsContext ManagementConversational AIArchitecture

Conversation Tree Architecture: A Structured Framework for Context-Aware Multi-Branch LLM Conversations

Pranav Hemanth, Sampriti Saha

Current LLM interfaces accumulate all context in a single unbounded window, causing unrelated threads to corrupt each other. We introduce the Conversation Tree Architecture (CTA), a hierarchical framework that organizes conversations as trees of context-isolated nodes with structured mechanisms for selective context flow.