From Proof of Concept to industrial deployment. Bespoke mandates for CTOs and CIOs.
Beyond our core product line, 4YA takes on bespoke engineering mandates — from initial Proof of Concept to full industrial-scale deployment. Every engagement is owned end-to-end: hardware, firmware, model, infrastructure.
We design and deploy multi-agent architectures that operate autonomously over your live data streams — whether that's POS events from your Secure POS deployment, video anomaly signals from Module V32, or ERP triggers from your back-office. Agents use tool-calling LLMs with deterministic fallback layers to minimise hallucination in production flows in production-critical flows. Private LLM fine-tuning (LoRA / QLoRA) on your proprietary datasets, deployed on sovereign infrastructure — no data sent to external APIs.
We adapt and retrain our proprietary V32 inference engine for your specific operational context. The same architecture that processes 100+ concurrent streams at <10ms in our core product can be re-targeted for industrial quality control (defect classification, dimensional inspection), automated logistics (pallet tracking, dock management), or behavioral analytics (dwell time, occupancy heatmaps). Model retraining uses your annotated data — intellectual property stays yours.
Full hardware design capability — the same layer that underpins our Secure POS and V32 edge nodes. We design custom PCBs from schematic to Gerber, write bare-metal firmware (C / RTOS), and integrate industrial-grade connectivity (LTE-M, LoRaWAN, Ethernet). All hardware is designed with a hybrid cloud architecture from day one: secure provisioning, OTA updates, encrypted telemetry to AWS IoT Core or your sovereign cloud endpoint.
We architect and deploy high-availability distributed systems built on the same principles as 4YA's own infrastructure — multi-AZ on AWS, latency-optimized on Wavelength Zone Casablanca, with Kubernetes-native workloads and Terraform-managed state. Particular focus on data residency: your data stays in-region, your models stay in-region, your audit logs are cryptographically sealed. We also handle migration from legacy on-prem stacks to sovereign cloud without service interruption.
We accompany organizations from the initial Proof of Concept through to full industrial-scale deployment — maintaining architectural continuity at every stage. No handover to a third-party integrator. One team, full-stack, accountable from first commit to production SLA.