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Dataset Creation + Verification Instrument

Paradigm.

A policy-governed dataset creation and verification instrument with provable execution.

Paradigm validates datasets, dispatches GPU-backed execution with CUDA enforcement, and produces OMS-signed evidence with C2PA+SLSA fingerprinting for every run—ensuring that every stage of your pipeline is correct, auditable, and regulation-ready.

The Problem

Why AI systems fail.

Most failures in production AI trace back to one cause: unreliable data.

Schemas drift. Shards disappear. Remote storage falters. Teams retrain models without knowing exactly which data the model learned from.

The result is unpredictable behaviour and brittle systems.

Paradigm removes this uncertainty by making dataset quality an explicit, enforced stage of the pipeline.

Capabilities

Built for reliability at scale.

Schema-Driven Builds

Every dataset starts with a defined schema. Paradigm produces canonical Lance/WebDataset outputs with no ambiguity.

C2PA + SLSA Fingerprinting

Every dataset gets a dual-standard fingerprint: C2PA content credentials for provenance, SLSA attestations for supply-chain integrity. Machine-verifiable, court-defensible.

Runs as First-Class Objects

Every execution is a tracked run with audited lifecycle: queued → dispatched → running → completed. Full lineage, always.

Signed Evidence Bundles

Each run produces OMS-signed evidence bundles: what ran, where, when, and on what data. Cryptographic proof with key rotation and timestamping.

GPU Compute Orchestration

Execute on local or cloud GPUs with CUDA 13.1 enforcement and explicit tile capability gating. Dispatch decisions include refusal reasons.

Mature Health Semantics

Distinguishes accessibility vs throughput, healthy vs slow, broken vs degraded. Rare precision in failure classification.

Local + Remote Storage

Works with both filesystems and object storage (MinIO/S3). Remote mode is explicit, monitored, and safe.

Deterministic Streaming API

Training jobs stream from the catalog, not ad-hoc paths. This ensures reproducibility across builds and environments.

Engineered Like Infrastructure

Tested with unit tests, integration tests, and extended load conditions to verify resilience under real-world pressure.

EU AI Act Evidence Export

One-click export of conformity-ready evidence packages. Maps Paradigm artifacts to EU AI Act Article 11 technical documentation requirements.

Pre-flight Validation

Validates schemas, compute targets, storage, and credentials before any GPU time is spent. Catches misconfigurations at the gate, not mid-run.

Chain of Custody Visualization

Interactive lineage graph tracing every dataset from raw ingestion through builds, validations, fingerprinting, and evidence generation.

Architecture

A single source of truth for data and execution.

Upstream
Data lakes, storage buckets, ETL, raw exports
Paradigm Pipeline
Schema
Pre-flight
Build
Validate
Fingerprint
Dispatch
Execute
Evidence
Catalog
Downstream
Training frameworks, model registries, serving systems, audit trails
Control Room

Operational clarity for your entire pipeline.

A focused operator console that keeps teams oriented and informed.

Overview dashboard
Dataset health indicators
Run lifecycle monitor
Evidence bundle viewer
GPU dispatch panel
Live probe panel
Log viewer
Object-store status
Command palette
Dataset registration
Compute target controls
Remote-aware controls
Technology

Clear, maintainable engineering.

01FastAPI backend with async SQLAlchemy
02React/Vite frontend with real-time updates
03Lance 2.0 backend + WebDataset via fsspec
04YAML-based schemas and catalog definitions
05C2PA + SLSA dual-standard fingerprinting
06OMS-signed evidence with key rotation
07GPU dispatch with CUDA 13.1 enforcement
08mTLS agent trust with PKI and cert revocation
09Pre-flight validation across all resource types
10EU AI Act conformity evidence export
11Branch-aware Merkle trees and hash splits
12Multi-tenant architecture with strict cross-tenant enforcement
13Chain of Custody visualization and lineage tracking
14Verified under extended load and recovery scenarios
Current Use

Paradigm is actively used for dataset validation, GPU-backed execution, chaos soak testing, and internal production workloads with full evidence generation and signed audit trails.

Security & Trust — Shipped

Enterprise-grade security. Shipped.

Not on the roadmap. In production.

Authentication and role-based access

Multi-tenant mode (orgs, teams, projects)

API keys and audit trails

mTLS agent trust with PKI

OMS evidence signing with key rotation

Kill-switch via cert revocation

GPU compute with CUDA enforcement

C2PA + SLSA fingerprint stack

EU AI Act evidence export

Pre-flight validation

Chain of Custody visualization

Direction

Next: ARCHON integration. Managed cloud deployment. GPU autoscaling. We ship when it’s real.

Defensible operational infrastructure.

Paradigm v2.2 — C2PA+SLSA fingerprinting, OMS signing, EU AI Act evidence export, pre-flight validation, Chain of Custody visualization. Shipped.

The foundation of Static Signal's verification-first AI ecosystem.

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