The Work.

Sampriti Saha, Pranav Hemanth

Skilldex addresses gaps in LLM agent skill package tooling by introducing compiler-style format conformance scoring and a skillset abstraction, delivered as an open-source TypeScript CLI with a three-tier hierarchical scope system and community registry.

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.