Asthalochan Mohanta
AI Engineer specializing in Generative AI and applied ML
Summary
Work
Education
Projects
Writing
Agentic Context Engineering (ACE): The Smart Way to Manage AI Agent Memory
November 1, 2025A 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.
TOON vs JSON: The Smart Alternative for AI Applications That Cuts Token Usage by 60%
November 1, 2025Explains 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.
How to Create a Local Python Development Environment with Docker
October 1, 2025A 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.
From High-Dimensional Chaos to Lower-Dimensional Harmony: Mastering UMAP with RAPIDS cuML
November 1, 2024Tutorial and explanation of using UMAP (with RAPIDS cuML) for dimensionality reduction and visualization, including examples and applications.
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