A deep AI company. We pick one fundamental problem at a time, solve it from first principles, and ship it as a product.
Today’s AI systems are built on missing primitives — memory, reasoning, grounding. We rebuild those primitives and ship them as the infrastructure powering the next generation of AI products.
DFI Labs is a small, independent team building deep AI products. We don’t chase trends or ship thin wrappers. We identify a fundamental gap in how today’s AI systems work, study it deeply, and ship a product that closes the gap.
One problem at a time. Each product stands on its own as a business. Together they compose into the substrate the next generation of AI will be built on.
Engram
Memory for AI agents — persistent, efficient, recall-grade. A drop-in memory layer that lets agents remember the right things, forget the rest, and stay coherent across long horizons.
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Our second product is in development. A new fundamental problem in AI — same playbook. Announced when it’s ready.
—The problems we’re working on. Each one becomes a product line once we’ve cracked it.
Memory & long-horizon coherence
How agents store, retrieve, and forget. The foundation for Engram.
Reasoning & planning
Architectures that plan, simulate, and reason over long horizons.
Grounding & world models
Tying language and action to a coherent model of the world.
Efficient intelligence
More capability per parameter, per watt, per dollar.
Early access to Engram, design partnerships, investors aligned with our thesis, or engineers who want to build deep AI products — we’d like to hear from you.