Bio
CEO of Octopod AI — AI thought leader, engineer, and computer scientist based in the San Francisco Bay Area. I build and write at the intersection of AI agents, LLM memory systems, and applied machine learning.
Previously CTO of Fulloop AI, an LLM-powered technical interview platform. Before founding ventures, I shipped at Amazon Music, Roku, Yahoo, Deloitte, and TCS. Most of my tinkering — AI agents, memory systems, developer tooling — lives on GitHub.
Highlights
CEO — Octopod AI
Building AI agents and developer tooling at the cutting edge
CTO — Fulloop AI
LLM-powered technical interview platform; led engineering from zero to one
AI Thought Leadership
Writing, speaking, and open-sourcing work on AI agents, memory systems, and context engineering
Education
MS Computer Software Engineering, San José State (3.76 GPA) · BE Information Technology, VESIT Mumbai
Work Experience
CEO
Octopod AI
2025 - Present
Member of Technical Staff
eBay
Oct 2023 - Present
Senior Software Engineer
Amazon Music
Nov 2021 - Jul 2023
Senior Software Engineer
Roku Inc.
May 2021 - Oct 2021
Software Engineer
Yahoo
Jan 2019 - Mar 2021
Software Engineer
Deloitte India (US Offices)
Oct 2013 - Dec 2016
System Engineer
Tata Consultancy Services
Sep 2011 - Sep 2013
Blog
Developing Adaptive Context Compression
Intelligent context compression techniques for optimizing LLM memory while preserving critical reasoning information
Designing Hierarchical Memory Systems for AI Agents
Deep dive into architecting memory systems that enable AI agents to learn, adapt, and retain knowledge across conversations and tasks
White Papers & Publications
Developing Adaptive Context Compression Techniques for Large Language Models (LLMs) in Long-Running Interactions
ArXiv • March 2026
Multi-Layered Memory Architectures for LLM Agents: An Experimental Evaluation of Long-Term Context Retention
ArXiv • March 2026
Novel Memory Forgetting Techniques for Autonomous AI Agents: Balancing Relevance and Efficiency
ArXiv • April 2026
Early approaches in computer vision object detection and 3D reconstruction
IRAJ International Journal • Jan 2014
Speaking & Conferences
Judging & Advisory
Books
News & Press
Notable Projects
Led engineering as CTO. AI-powered technical interview platform with cheating-resistant assessments, real-world coding environments, and structured rubrics for authentic skill evaluation.
Personal AI memory layer — a hierarchical, long-term memory system for LLM agents. Backend, infra, and Chrome extension.
AI-powered YouTube-to-Manim animation generator. Turns explainer videos into interactive math/science animations.
Autonomous incident investigation agent built as an MCP server — 19 tools, LangGraph orchestration, dual-namespace Pinecone RAG across 90+ incidents.
Connect
Feel free to contact me at sunil28071987@gmail.com