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AI Architecture › L2 · Data Fabric
L2 · Data Fabric

The Shot Database

A structured database records every shot's configuration, outcome, and links to its telemetry, the human-and-machine index into the archive.

THE STACK · click to jumpL7Ecosystem & StrategyL6Experience & VisualizationL5Applications & CopilotsL4OrchestrationL3Twin Modeling & AIL2Data FabricL1Control PlaneL0Foundation▲tlmctl▼L2 · DATA FABRICTelemetry, validation, and the machine's memory.160+ Port Telemetrysensor bus2Signal Validationrange & sanity3Feature Engineeringderived signals4Time-Series Archivefull history5Feature Storetraining-ready6Vector DBembeddings for RAGMACHINE TIEIngests from diagnostics; serves the twin (L3) and copilots (L5).KRONOS FUSION ENERGYAI-NATIVE S.M.A.R.T. GENERATORDATA FABRICSHEET 04REV. 2026-08L2 · AI-NATIVE STACK
L2 · Data Fabric — its place in the stack (left, click any layer) and its internal components (right). Telemetry rises; control descends.

Every shot, indexed

Beyond the raw telemetry archive, the fabric keeps a structured shot database: one record per shot capturing its configuration, key outcomes, regime, events, and pointers into the archive, feature store, and vector database. It is how a person or a copilot finds the right shot without sifting petabytes of raw series.

What a shot record holds

Querying by physics

Because records are structured, the database answers physics questions directly: shots at a given breeder shape and current, shots where the burner's plug density crossed a threshold, shots that preceded a disruption. For fuzzier queries it hands off to the embedding search, which finds physically similar shots by nearest neighbor.

The organizing spine

The shot database is the spine that ties the fabric together: the archive holds the bytes, the feature store serves the features, the vector database enables semantic search, and the shot database is the index that connects them with governance and lineage attached. It serves both machines under one schema and is a design specification for the stack of machines under construction from Q2 2027.

Content reviewed August 2026 · design-and-simulation stage