Dev Division — Active

We Build What
Others Can't
Architect.

From the browser to the kernel. Custom software, embedded systems, robotics OS, and AI platforms — engineered at every layer of the stack.

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01 — Capabilities

What We Engineer

Six engineering domains. One team. Every layer of the stack.

Web Engineering

Production-grade web applications built for scale, speed, and precision.

Mobile Applications

Native and cross-platform mobile apps with fluid UX and deep integrations.

Embedded & Firmware

Low-level software for microcontrollers, SoCs, and custom hardware.

Robotics & Drone OS

Custom operating systems and control software for autonomous machines.

AI / ML Software

Intelligent systems — from model training to edge deployment.

API & Backend

Scalable, secure backend infrastructure and API architectures.

02 — Featured Work

Proof of Capability

Selected projects across every layer of the stack. Each one engineered to solve problems others walk away from.

Auris snapshot

Auris

Embedded

IoT environmental monitoring system for smart agriculture

< 50µA sleep current, 2-year battery life
Helix snapshot

Helix

Robotics

Autonomous warehouse inventory drone with obstacle avoidance

95% inventory accuracy, 3x faster than manual audit
Vanta snapshot

Vanta

AI/ML

Defect detection system for manufacturing quality control

98.5% defect detection rate, 200ms per frame
Orbit snapshot

Orbit

Web

Real-time fleet tracking and dispatch dashboard

500+ vehicles tracked at 60fps map rendering
Clade snapshot

Clade

AI/ML

Predictive maintenance platform for industrial equipment

30% reduction in unplanned downtime
Prism snapshot

Prism

Web

Multi-tenant SaaS platform for electrical contractors

200+ active contractor accounts
Cortex snapshot

Cortex

Embedded

Active battery management system with cell balancing

15% improvement in usable pack capacity
Meridian snapshot

Meridian

Mobile

Field service app for electrical inspection and reporting

60% reduction in report turnaround time
Nexus snapshot

Nexus

Research

Novel MPPT algorithm for partial shading conditions

12% improvement over conventional P&O method
04 — Engineering Process

How We Ship

A precision-engineered process. Six phases, each producing a concrete artifact. No hand-waving.

01

Research

Deep technical discovery. We understand the problem domain, constraints, and prior art before writing a single line.

Technical Brief
1–2 weeks
02

Architecture

System design at every layer. Data models, API contracts, hardware interfaces, deployment topology — all documented.

Architecture Spec
1–2 weeks
03

Build

Iterative engineering with weekly demos. CI/CD from day one. Every commit tested, every deploy automated.

Working Software
4–12 weeks
04

Validate

Hardware-in-the-loop testing, load testing, security audits, and edge case coverage. We break it before users do.

Test Report
1–3 weeks
05

Deploy

Zero-downtime deployment with rollback capability. Monitoring, alerting, and runbooks ready at launch.

Deployment Manifest
1 week
06

Iterate

Post-launch optimization based on real telemetry. Performance tuning, feature iteration, and continuous hardening.

Improvement Cycle
Ongoing
05 — Technology Ecosystem

The Stack

Every tool, framework, and language in our arsenal — organized by domain. We pick the right tool for the problem, not the trend.

Frontend

High-fidelity, performant interfaces designed for real-time data visualization and operational control panels.

Proven In-Production:Used to build Orbit's 60fps real-time fleet map and Prism's multi-tenant contractor SaaS.
ReactNext.jsTypeScriptTailwind CSSThree.jsFramer MotionWebGLWASM
Backend

Scalable and fault-tolerant service architectures designed for high-concurrency event handling and processing.

Proven In-Production:Powers the high-throughput telemetry pipelines and secure API gateways behind our platforms.
Node.jsPythonRustGoPostgreSQLRedisGraphQLgRPC
Systems

Ultra-low-power, deterministic bare-metal firmware and RTOS configurations for custom edge computing hardware.

Proven In-Production:Implemented in the Auris Smart Agriculture sensor node and Cortex Battery Management System.
CC++Embedded CRTOSARM CortexCMSISHALZephyr
DevOps

Declarative infrastructure as code and automated deployment pipelines with zero-downtime reliability standards.

Proven In-Production:Manages secure cloud deployments and edge firmware flashing pathways.
DockerKubernetesGitHub ActionsTerraformPrometheusGrafana
Robotics

Autonomous control loops, kinematic path-planning engines, and spatial computer vision systems for machines.

Proven In-Production:Engineered for Helix's autonomous warehouse inspection quadcopter and sensor fusion suites.
ROSROS2MAVLINKPX4ArduPilotGazeboOpenCV
AI / ML

Edge-optimized inference models, real-time computer vision networks, and predictive anomaly estimation.

Proven In-Production:Deployed in Vanta's YOLOv8 PCB quality inspection and Clade's predictive vibration maintenance algorithms.
PyTorchTensorFlowONNXTritonTensorRTHugging FaceLangChain
44 technologies across 6 domains
06 — About the Division

Engineering, Not Services

Product Studio

We don't write code for the sake of code. Every line ships inside a product — something users touch, depend on, and trust. We think in user journeys, conversion funnels, and system reliability before we think in frameworks and languages.

From concept to production. From MVP to scale. We own the full lifecycle because shipping half a product is the same as shipping nothing.

We ship products, not just code

Systems Lab

When the problem requires going below the abstraction layer — kernel drivers, hardware interfaces, real-time scheduling, signal processing — we don't hand it off. We go deeper. We understand the silicon, the timing constraints, the physics.

This is what separates an engineering studio from a dev shop. We operate at the boundary between software and hardware, where the hardest problems live.

We go as deep as the hardware
We believe the best engineering happens when you refuse to choose between elegance and depth. Between shipping fast and building right. Between ambition and discipline. We choose both, every time.
Relee Systems Dev Division
07 — Mission Brief

Start a Project

Tell us what you're building. We'll respond within 24 hours with an initial assessment and next steps. No salespeople — you'll talk to engineers.

Avg response time: < 24 hours
project_brief.sh

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