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AI Architecture › L2 · Data Fabric
L2 · Data Fabric

Backpressure & Flow Control

The fabric manages telemetry flow so a burst never drops safety-critical data, prioritizing channels and applying backpressure to the rest.

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.

When data outruns the pipe

Sub-microsecond sampling across 60+ ports can, in a burst, generate data faster than a link or store can absorb. The fabric handles this deterministically: it prioritizes safety-critical and control-critical channels, buffers within bounds, and applies backpressure to lower-priority flows rather than dropping data at random.

Priority tiers

Backpressure, not loss

When a downstream stage saturates, the fabric signals upstream to slow or buffer lower tiers, keeping the critical path clear. Because the archive tolerates a bounded delay, Tier 2 data can queue at the edge and drain later without loss, while Tier 0 flows unobstructed. What cannot be buffered within bounds is recorded as a gap in lineage, never silently lost.

Determinism matters

In a control system, unpredictable data loss is a hazard. Flow control is designed so that under any load the critical telemetry keeps its timing guarantees, which is what lets the sub-10 microsecond boundary and the twin's shadow stay valid during exactly the disruptive events when data rates spike. It serves both machines and is a design specification for machines not yet built.

Content reviewed August 2026 · design-and-simulation stage