Soumadip De
I'm a product manager building AI and data platform products for enterprises. My current work focuses on an Enterprise Context Layer and Enterprise Data Factories. I'm based in India and work remotely.
I also build with autonomous agents: context layers they can use, and software and data factories where they do the building. Outside work, I make videos as Armchair Descending on YouTube and write on Substack.
Featured Publications
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Explains six causes of enterprise-ontology decay and practical approaches to maintaining ontology as durable infrastructure for agentic AI.
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Examines how ontology-grounded retrieval makes enterprise AI reasoning explicit and auditable across relationship-heavy and multi-hop queries.
Projects
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Agentically engineered tool that converts books into AI-feedable context. GitHub
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An always-on team of AI agents that handles my research, documentation, program management, design, and video work.
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Agentically engineered skill stack for Claude Code and Codex, purpose-built for general knowledge-management work.
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A shared fact memory for agent teams, stored as Markdown in Git. Agents can search facts and use Git history to review or undo changes.
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My Substack on technology and building things.
Product Areas I Care About
- Context layers for enterprise AI
- Autonomous agents working in enterprise systems
- Autonomous software and data factories where agents build
- Developer tools for building and using data products
- Data product quality and usage