R&D Engines · Afgestemd op NCSC-NL, NIS2 en AVG-vereisten

ARYA AIE LEARN — Adaptive Core & Uncertainty Engine

Continual learning engine with uncertainty quantification (UQ) to reduce redundant retraining without catastrophic forgetting (Innovate UK Grant 10104592).

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ARYA AIE LEARN — Adaptive Core & Uncertainty Engine

Architecture & Capabilities

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Continual Learning Without Forgetting

Dynamic rehearsal buffers and EWC regularization retain critical knowledge across task shifts (Innovate UK 10104592).

Uncertainty Quantification (UQ)

Calibrated epistemic and aleatoric confidence metrics filter high-risk inferences before execution.

Dynamic Retraining Efficiency

Saves up to 68% compute costs by triggering retraining only when statistical uncertainty exceeds calibrated thresholds.

Drift & Anomaly Detection

Continuous distribution shift monitoring alerts engineering before model degradation affects operations.

Visual Architecture

Uncertainty Quantification Architecture

Calibrated confidence scores differentiate between in-distribution precision and out-of-distribution drift before autonomous action.

Visual Architecture

Continual Memory Rehearsal Buffer

Preserves foundational task parameters while integrating live enterprise edge telemetry under Innovate UK Grant 10104592.

Verified Architecture Specifications · E-E-A-T Grounding Reference

Deterministic Technical Controls & Machine-Verifiable Evidence

OpenAPI 3.1 Contract Trust & PQC Center

1. Detection Engine (CSH Sentinel): Git-versioned Sigma rules (CSH-RULE-001..004) mapped to MITRE ATT&CK (T1110.001, T1098.003, T1048, T1190) with idempotent dedupe_key ingestion and SHA-256 immutable event hashes.
2. AI & MCP Firewall (CSH AI Guard): Pre-inference DLP scrubbing ([REDACTED_SECRET], [REDACTED_PII]), explicit per-agent Model Context Protocol (MCP) tool allowlists, and indirect prompt-injection blocking.
3. Database Isolation (PostgreSQL 16): Enforces ENABLE / FORCE ROW LEVEL SECURITY across all 20 tenant tables bound to transaction-local current_tenant_id(); cross-tenant queries fail closed with HTTP 403.
4. Human-Gated Containment: Zero autonomous destructive actions. Host isolation (isolate_host) and credential revocation require named human step-up approval recorded in an append-only audit trail.
5. Verified Exposure & GRC (CSH Scan): Cryptographic DNS TXT or HTTP ownership token required before scanning. Continuous evidence aligned with NCSC-NL Richtlijnen, Cyberbeveiligingswet (NIS2), BIO.
6. Post-Quantum Roadmap (CSH Quantum): Cryptographic inventory tracking RSA/ECDSA/TLS keys against UK NCSC 2028 discovery, 2031 priority migration (ML-KEM / ML-DSA), and 2035 full PQC completion.

Operated by ARYA AI TECHNOLOGY LTD (Registered in England & Wales, Company No. 17372232) · Canonical Domain: cybersecurityhouse.com Regional Data Residency: UK-LON · EU-FRA · MENA-RUH · APAC-TYO · RFC 9116: /.well-known/security.txt

Defense-in-Depth Isolation

Database-enforced tenant boundaries & UK NCSC PQC alignment.

PostgreSQL 16 FORCE ROW LEVEL SECURITY on all 20 tenant tables.
Pre-inference DLP secret and PII scrubbing before any advisory call reaches ARYA SAI.
Aligned with UK NCSC 2028 / 2031 / 2035 Post-Quantum Cryptography milestones.

Inspect OpenAPI 3.1 Spec

db/migrations/0001_initial_enterprise_schema.sqlPostgreSQL 16

ALTER TABLE security_events ENABLE ROW LEVEL SECURITY;
ALTER TABLE security_events FORCE ROW LEVEL SECURITY;

CREATE POLICY tenant_isolation_policy ON security_events
  FOR ALL TO csh_app_role
  USING (organization_id = current_tenant_id())
  WITH CHECK (organization_id = current_tenant_id());

Isolation: Enforced · Cross-tenant queries return HTTP 403

Veelgestelde vragen

Voert de AI ooit zelfstandig acties uit?

Nee. Detectie gebeurt via deterministische regels en elke responsactie vereist menselijke goedkeuring.

Waar worden onze gegevens opgeslagen?

U kiest bij onboarding voor EU (Frankfurt) of VK (Londen).

Ondersteunt u NIS2, BIO en ISO 27001?

Ja, CSH Compliance koppelt technisch bewijs automatisch aan ISO/IEC 27001, NIS2 en AVG.

Kunnen we elk domein scannen?

Alleen assets waarvan u het eigendom via DNS TXT of HTTP-token heeft bewezen.

Werkt u met MSP's?

Ja, met gedelegeerde klanttenants en gepoolde licenties.

Zie het werken in uw eigen omgeving

30 minuten met een security engineer. Geen slides.

VK-geregistreerd (Bedrijfsnr. 17372232)
Dataopslag in VK & EU
Beschikbaar in 15 talen