Precision Edge Intelligence
AGNIDYNE designs firmware, edge AI, and embedded software for mission-critical applications. From single-node devices to cloud-scale distributed systems, we build the technology that operates at the edge—in real-world environments across the globe.
Whether you’re a startup bringing a new product to life or an established company looking to scale and optimize, we partner with you to turn complex ideas into reliable, production-ready systems.
What We Do
Embedded Systems · Edge Software & Linux BSP · Edge AI/ML · Hardware Validation · IoT & Connectivity · Signal Processing & FPGA — the full embedded and edge stack, delivered as an extension of your team or as a dedicated partner.
Bare-metal and RTOS firmware across ARM Cortex-M/A, STM32, NXP, and custom SoC platforms. Safety-critical design for real-world industrial and field environments.
Linux BSP development, device drivers, GStreamer pipelines, Qt/GTK UI, and multi-camera video processing — for hardened embedded Linux platforms deployed in demanding environments.
Inference on NVIDIA Jetson, TensorRT, and TinyML on microcontrollers. Object detection, classification, and signal-based inference on edge hardware — AI deployed where cloud connectivity isn't guaranteed.
End-to-end automated board validation frameworks — from prototype to production. Every unit tested, firmware provisioned, and cloud-enrolled before it ships.
4G/5G, LTE-M, BLE, and LoRaWAN connectivity stacks, with cloud IoT integration on AWS, Azure, and custom MQTT brokers. Secure device provisioning and OTA firmware update pipelines.
FPGA design in VHDL/Verilog for low-latency signal processing, video pipelines, and hardware acceleration. DSP for sensor fusion, audio, and real-time data acquisition.
Case Studies
These capability overviews reflect real engineering programs our team has contributed to. Request the full document for technical depth, architecture context, and stack details.
Smart City & Transportation
NVIDIA Jetson-based edge AI inference platform for vehicle detection and traffic analytics. Solar-powered, field-deployable, geography-agnostic architecture — proven on highway intelligence programs. No cloud dependency required in-field.
Electronics Manufacturing
Custom automated test framework for IoT hardware — every board tested, firmware flashed, and cloud-enrolled before leaving the factory. Engineered to scale from prototype runs to high-volume production lines.
Surveillance & Critical Infrastructure
Multi-camera, multi-node video processing on hardened Linux — FPGA-accelerated H.264/H.265 pipelines with deterministic latency and zero-copy memory management. Engineered for environments where pipeline failure is operationally unacceptable.
Building Systems & Industrial IoT
Two-track engagement: safety-certified STM32 controller firmware for OEMs, and a non-invasive edge monitoring module for building operators — edge inference for ride quality analytics and fleet health dashboards via LTE.
Domain Engagement
We're a firmware engineering firm — not a standards certification body. Our domain engagement model is transparent about readiness: current depth, where we ramp up, and where we engage alongside domain specialists.
How We Work
Most engagements start with a scoped proof-of-concept. We handle firmware and sensing modules — a design specialist handles formal standards compliance sign-off.
Why AGNIDYNE
A Practical Question
It’s a fair question. AI tools are powerful — and we use them. Here’s where they help, and where engineering responsibility still matters.
Get in Touch
Precision Edge Intelligence · Pune / Mumbai
Tell us about your hardware, your deployment environment, and what you're trying to ship. The first conversation is always free and no-NDA.
We'll respond within 1–2 business days. Check your inbox at the email you provided.