Asthalochan Mohanta

A guide introducing the ACE framework for managing AI agent context via a structured 'playbook' and three sub-agents (Generator, Reflector, Curator) to make agents learn and manage memory efficiently.

Explains Token-Oriented Object Notation (TOON), a compact serialization format designed to reduce token usage when sending structured data to LLMs, with experiments and implementation notes.

A practical tutorial covering Dockerizing a FastAPI app, using volumes for live reload, configuring VS Code Dev Containers, Docker Compose, adding Redis, and debugging inside containers.

Tutorial and explanation of using UMAP (with RAPIDS cuML) for dimensionality reduction and visualization, including examples and applications.