claude code can now write sql almost perfectly. but it still needs to be retaught the same definitions over and over. ontology is how AI agents get 7x faster on your database over time. today we shipped Ontology 3.0 — memory for AI agents, specialized for databases:

first query: ana does the work. browses schemas, samples tables, joins cohorts, validates, drafts a definition, commits it. 20 steps, 18 seconds. same question 3 days later: 3 steps, 2.4 seconds. she reads the cached path she built last time.

this is what compounding looks like. ontology drops from 19m → 2m per correct answer as your team's query history grows. claude code + claude.md plateaus at 14m. no shared memory across users = a ceiling that won't move.

the ontology is two views of the same thing. under the hood: just files in folders. to ana: a knowledge graph she searches by keyword, by meaning, or by following references between files.

why files and folders? frontier models are improving at file work faster than anything else. every model upgrade lifts ana directly. bonus: RBAC follows directory structure. tagging finance owns banking. nobody else can see it. ana included.

the ontology holds way more than .tql files. markdown playbooks, excel forecasts, html dashboards, python metrics, pptx templates, brand assets. anything ana uses to think or build, you can store. one repo, your whole org's brain.

and yes, we built another semantic layer. we know. introducing .tql — SQL-native, file-based, designed for AI readability. metrics, joins, filters all in plain files. compiles to warehouse SQL. semantic layers weren't built for AI. this one is.

same workload. same model. same warehouse. before Ontology 3.0: 432 ACUs, 28 seconds. after: 82 ACUs, 15 seconds. 5x cheaper, 2x faster. and the curve only steepens from here.

full launch post:

cheaper, faster, better memory?? what a release

MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY 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MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY MEMORY

enterprise value

Honestly a game changer

MEMORYY

LLM driven ontology methods research: newsletter (EN):

so many similar things have been built, but none work like the human brain...

does the ontology build from the corrections over time or do you define the schema relationships up front? if it's the latter you've kind of just moved the work, the learning part is what would make it stick

Builds over time

same thing outside data. master electrician, my claude code memory is a files-in-folders knowledge graph of NEC calls and panel judgment. it compounds 7x like you said, but only because a human encoded what's true first. the model caches the path, it can't seed it.

claude.md is single-player. the 19min to 2min compounding only happens when memory is shared, versioned, and outlives the session that wrote it.

Memory memory memory - incredible development with serious results in speed and consumption over time.

7x faster on your database over time just from not having to reteach definitions is a massive compounding advantage