About
An AI infrastructure company for portable, governed context
The AI ecosystem is fragmenting across models, agents, applications and vendors. Organizations need their context and knowledge to survive those boundaries. Talvik, Inc. builds infrastructure around an open interoperability approach rather than another closed AI memory silo — and MAK4I, an open protocol for reusing portable project knowledge, decisions and artifacts across AI systems, is at the center of it.
Talvik, Inc. is a Delaware corporation.
Mission
Give AI systems and the teams that use them a shared, portable and governed way to reuse knowledge instead of regenerating it from scratch every time.
Vision
A future where reusable AI context moves freely across tools, models, agents and platforms, starting with MAK4I and the infrastructure built around it.
Open protocol philosophy
MAK4I is developed in the open and MIT licensed, and stays independently implementable. Talvik builds commercial infrastructure on top of it, not a walled garden around it — and the protocol never depends on buying Talvik's services.
What We're Building
Protocol and infrastructure
MAK4I — the open protocol. Public specification on GitHub, plus a hosted reference implementation in Developer Preview.
Talvik infrastructure — managed hosting, enterprise context governance, policy and administration, observability and audit, enterprise integrations, and private and hybrid deployment. This is Talvik's commercial direction; it is in development and not yet generally available.
Founder
Leadership
Aswin Kumar Balakrishnan
Founder of Talvik
Creator of MAK4I
Aswin founded Talvik to address a problem he saw firsthand: AI-generated knowledge gets rebuilt over and over because there's no shared way to carry it between tools. MAK4I is the open protocol Talvik is building to fix that, and the foundation for the infrastructure around it.