Information that remembers, compounds, and grows
We're building the foundation for AI systems with persistent, evolving knowledge — where every interaction makes the system more capable.
Digital matter that's alive
Current AI systems forget everything between conversations. Each session starts from zero. We think that's fundamentally broken.
Living Bits develops memory and search infrastructure that lets AI agents and applications maintain persistent knowledge — information that compounds over time, becoming more valuable with every use.
We're working at the intersection of retrieval systems, knowledge representation, and agent architecture to make AI memory a solved problem.
Hybrid Search
Combining semantic embeddings with full-text retrieval to surface the right information at the right time, with sub-second latency.
Knowledge Growth
Systems that don't just store — they learn. Information is continuously refined, connected, and re-evaluated for relevance.
Agent-Native
Built for the agentic era. Persistent memory that follows agents across sessions, tools, and contexts seamlessly.
Jimmy Liu
Software engineer with a background in distributed systems and search infrastructure. Previously built production systems at scale in the Bay Area and New York. Now based in Tokyo, focused on making AI memory work.