Your cameras,now intelligent.
Mindora's Box is the on-device AI brain behind every Mindora product. NVIDIA Jetson Orin, 100 TOPS, five vision specialists and an agent runtime inside a single fanless unit that plugs into the CCTV you already own. No cloud, no replacement cameras, no exported video.
What ships in the box. Documented for your CTO, your CCTV partner, and your auditor.
| Compute | NVIDIA Jetson Orin NX 16 GB | Ampere GPU · 100 TOPS INT8 |
| Specialist ensemble | 5 vision specialists + 1 agent | Anomaly · HOI · Spatio-temporal · Pose · Social · Pydantic AI agent |
| Vision pipeline | DeepStream 7.1 | Gst-nvinfer · multi-stream RTSP |
| Reasoning runtime | Pydantic AI v1.0 | Qwen 2.5-3B INT4 on-device |
| Anomaly model | VadCLIP | 0.939 in-distribution · 0.844 OOD AUC |
| Reasoning latency | < 1.5 s end-to-end | Capture to alert payload |
| Network | 2× Gigabit Ethernet · USB-C · HDMI | PoE optional · WireGuard egress |
| Power | 20 to 25 W typical | Passive cooling · fanless variant |
| Storage | 256 GB NVMe | Encrypted at rest · signed firmware |
| Egress | None by default | Edge-only · no video leaves the premises |
| OS | L4T (Ubuntu 22.04) | Hardened image · OTA updates |
| Form factor | Industrial fanless · 19 × 14 × 5 cm | DIN-rail or wall mount |
Specialist ensemble plus agent runtime.
Behavior detection in video is going through the same shift LLMs already went through. One ensemble of specialists configured per use case. Every vertical reuses what already exists.
Perception
RTSP capture from existing CCTV through DeepStream 7.1. Five specialist heads run in parallel: anomaly (VadCLIP), human-object interaction, spatio-temporal, pose, social.
- · Multi-stream up to 16 cameras per box
- · No frames stored beyond a rolling 90-second buffer
- · Skeleton-only mode available for sensitive zones
Reasoning
Pydantic AI v1.0 agent runtime over a Qwen 2.5-3B INT4 model running on-device. Specialist outputs are fused into a structured event with reasoning, evidence, and confidence.
- · Sub-1.5 s capture-to-alert
- · Structured JSON payload, signed
- · Each vertical is a prompt pack plus agent config
Delivery
Alert payloads route to your operator dashboard, your VMS, or directly to staff devices. No raw video leaves the box. Audit log is on-device and exportable for the DPIA.
- · Webhook · MQTT · operator dashboard
- · Role-based access (SSO + SCIM at enterprise)
- · WireGuard mgmt tunnel, no inbound exposure
| Guard | Care | Cities | Industrial | Crowd | |
|---|---|---|---|---|---|
| Anomaly (VadCLIP) | |||||
| Human-object interaction | |||||
| Spatio-temporal | |||||
| Pose | |||||
| Social | |||||
| Agent runtime (Pydantic AI) |
Marginal cost per added vertical: about three weeks of engineering plus a customer-development cycle. Specialist composability is the structural moat.
Same Box. Two anchor verticals. Cities on the Y2 horizon.
Guard and Care are where we are most focused today — both in pre-LOI conversations with a Spanish retail chain and an elderly-care residences group. Smart Cities is in exploratory talks for Y2. The industrial layer sits on the Y3+ roadmap. Pick a vertical to deploy, or integrate the Box under your own SI brand.
Mindora's Guard
Retail loss prevention. Pharmacy, tobacco, jewellery, supermarket. Anchor account at pre-LOI stage with a Spanish retail chain — no signed pilot yet.
Mindora's Care
Passive monitoring for elderly-care residences. Anchor vertical in pre-LOI conversations with a residences group.
Mindora's Cities
Smart-cities behavior and scene. Exploratory talks with a municipal partner. Waste, capacity, incidents on the Y2 horizon.
Industrial and crowd safety
Future verticals on the same Box. Industrial floor, crowd safety, public-space monitoring.
Slots into the stack you already run.
Mindora's Box was designed for CCTV integrators, system integrators, and Tier-1 telcos who need an EU-built on-device AI engine they can deploy under their own services. Same cameras, same network, same back-office software.
The Box becomes the intelligence layer your existing stack was missing, with a clean audit trail your DPO can sign off on.
- 01
We send the brief
A 12-page integration document covering cameras, VMS, network, and DPIA.
- 02
Your installer plugs it in
RTSP feeds discovered, the Box joins the LAN. No rewiring, no new cameras.
- 03
Prompt pack loaded
Vertical-specific behaviors enabled. Confidence thresholds tuned for the format.
- 04
Alerts on day one
Push notifications, dashboard, and VMS events flow within hours of install.
Any CCTV you already own
RTSP and ONVIF native. Validated with Hikvision, Dahua, Axis, Bosch, and Hanwha. Your existing installer plugs in the Box, we hand them the brief.
Your VMS or our dashboard
Push events into Milestone, Genetec, or any VMS through webhook and MQTT. Or use the operator console we ship with the unit.
Identity and access
SSO over OIDC or SAML at enterprise tier, SCIM provisioning, role-based access. Full audit trail of detections, exports, and accesses.
Network on your terms
WireGuard outbound for management, zero inbound exposure. Air-gapped installs supported with signed offline update bundles.
Custom verticals on partnership
If your use case fits the specialist matrix, we can ship a dedicated prompt pack and agent config. Talk to us about co-development.
Reproducibility and audit
Models versioned and signed. Out-of-distribution validation reports and datasets available under NDA for procurement and DPIA.
Privacy by architecture, not by retrofit.
Edge-only by default collapses entire risk categories of a typical cloud-AI deployment. International transfers, third-party sub-processors handling video, cross-customer model leakage. The DPIA is shorter and cleaner.
GDPR
Article 6 lawful-basis documentation per deployment. Article 21 right-to-object operationalized. Article 9(2)(h) for healthcare contexts.
EU AI Act · Title III
Risk file, technical documentation per Annex IV, on-device audit logs, human oversight enforced before any consequential action.
AEPD
Aligned with the AEPD video-surveillance guide and AI-RGPD adequación. Signage templates and DPIA template available.
ENS · public sector
Deployable under the Esquema Nacional de Seguridad (RD 311/2022), LCSP procurement, and Diputación master agreements.
Schrems II / III
No transatlantic data transfers required. EU-built, EU-hosted. No US cloud dependency for video.
Sovereignty
Spanish company, Spanish CIF, Catalan HQ. Supply chain audited for EU-aligned components.
Want the integration brief?
We send a 12-page brief covering hardware spec, RTSP integration, payload schema, security model, and DPIA template. One email to set up the technical call.
Email contact@mindoratechnologies.com