Deep dives on Katalyst Documentation

Vision and scope

Mon, 01 Jan 0001 00:00:00 +0000

Vision and scope#

Traditional data management often forces teams into binary choices: structured or unstructured, rigid or chaotic. Katalyst is an experimental framework aimed at enabling fast, low-risk evolution through progressive typing across bases and operations.

Database management is risky and rigid#

Backend architecture and database changes are frequently high-risk operations. Teams therefore wrap data systems in heavy governance for access control, schema changes, and migrations. Those controls are necessary, but the cost can make change rare. Rare change creates rigidity.

Progressive operations

Mon, 01 Jan 0001 00:00:00 +0000

Progressive Operations#

How storage backends evolve as query complexity grows. Each tier unlocks new operations, but requires structural commitments the previous tier doesn’t.

Structuredness comes down to which operations a backend supports, and schemas and checks are the means: enforcing checks is what makes new operations available. The core thesis follows: many knowledge systems start as filesystems and progressively acquire database-like structure. The progression isn’t arbitrary, each tier is driven by a class of operations that can’t be satisfied at the previous level.