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Viewport 02 · Architecture

Seven layers, one boundary

Everything from L0 to L6 runs on the client's premises. The frontier layer is internal ShurIQ R&D only, it never crosses to the client side.

Client premises, runs totally locally
L0

Hardware

Mac mini M4 Pro · RTX 5090 · DGX Spark · Mac Studio M3 Ultra · RTX PRO 6000 · H100 node

client-owned
L1

Inference runtime

Osaurus (single-analyst) / vLLM (multi-seat), local/cloud endpoint swap, no code change

MIT / Apache
L2

Base model, frozen

Qwen 3.5 · DeepSeek V3.2/V4 · Mistral · gpt-oss, at Q4_K_M minimum

Apache / MIT
L3

Parametric injection

DMoE LoRA expert bank, per-client corpus + vertical priors + SBPI rubric

DMoE method
L4

Retrieval / orchestration

Agents-K1 · GraphRAG over Oxigraph SPARQL · BM25 · mem0

Agents-K1 / Oxigraph
L5

Knowledge graph

RDF triple store (105,738 → ~1B facts), SBPI ontology, full graph at ShurIQ, slice on-prem

Oxigraph / InfraNodus
L6

Agent harness

Report Engine · SBPI scorer · fact-check ledger, behind a local endpoint

ShurIQ harness
Never crossesConfidential client research stays below this line. Frontier models stay above it.
ShurIQ internal, R&D only, never client-facing
R&D

Frontier models

Claude Opus 4.8 / Sonnet 4.6, graph construction, rubric training, higher-level synthesis. Output is an asset (the injected KG) shipped to the client model.

ShurIQ infra