Things I’ve built outside of research: multi-agent systems, and products that taught me what users actually want.
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A small, local memory layer for AI apps. It turns messages into atomic facts, links each new fact to what it already knows, and tracks what is currently true about a user. Available over REST, MCP and a terminal-style web UI.
Four LLM agents that extract clauses from employment NDAs, find loopholes, check them against Indian law, and propose fixes, grounded with retrieval.
Things I learned building a startup catered around influencers, and quick e-commerce.