CERBRX is an elite assembly of six engineers, product designers, and venture strategists from AI & Data Science and Electronics & Communication disciplines. We architect zero-dependency web workbenches, edge telematics, on-device clinical LLMs, and investor-ready venture narratives with uncompromising velocity.
Breakdowns in deep-tech innovation usually happen at the seams: engineering creates what users reject, design crafts what hardware cannot support, or business sells what does not exist. CERBRX unites three interlocking disciplines of two specialists each to guarantee absolute cohesion.
Constructing end-to-end working prototypes. Overseeing full-stack web architectures, concurrent WebSockets, REST telemetry APIs, on-device AI inference (Ollama), microcontroller firmware (ESP32 C++), and digital logic simulation (Verilog HDL).
100% technical feasibility, uncompromising execution speed, sub-50ms latency, and rock-solid reliability under pressure.
Designing frictionless user journeys and high-order product interfaces. Architecting modular Figma design systems, establishing ergonomic telemetry visualizers, and working hand-in-hand with engineering to ensure aesthetic visions are physically achievable.
Frictionless onboarding, high-contrast readable visual hierarchy, crystal-clear problem-to-solution narrative, and striking visuals.
Framing target customer segments and defining the core market thesis. Conducting rigorous competitive intelligence, calculating TAM/SAM/SOM market viability, modeling unit economics, authoring investor decks, and delivering the stage pitch.
Verified market problem validation, competitive defensibility, sustainable financial models, and authoritative stage storytelling.
Six peers uniting academic rigor across Artificial Intelligence & Data Science and Electronics & Communication disciplines with venture execution.
AIDS
NODE // 01
Full-stack architect and AI systems engineer. Integrates edge LLMs (Ollama) with serial hardware feeds, builds resilient Python backends, and guarantees live demo stability under pressure.
ECE
NODE // 02
Hardware-software fusion expert and digital logic developer. Crafts browser-native Verilog HDL simulation engines, ESP32 dual-core firmware, real-time DSP, and BLE/UART communications.
AIDS
NODE // 03
Product experience architect and human-centered design specialist. Translates intricate machine learning telemetry into intuitive, elegant interfaces that communicate value immediately.
ECE
NODE // 04
Visual stylist and ergonomic interface craftsman. Merging hardware sensibility with digital ergonomics to create high-contrast dashboards, cockpit visualizers, and presentation assets.
AIDS
NODE // 05
Commercial strategist and stage anchor. Converts technical prototypes into bankable business models with verified market demand, defensible unit economics, and authoritative pitch delivery.
AIDS
NODE // 06
Data-backed research and narrative strategist. Merges technical AI understanding with rigorous market research, competitor benchmarking, and slide narrative pacing to fortify demo defense.
Tangible systems engineered for physical-world validation. Edge machine learning, embedded vehicle telemetry, client-side EDA simulation, and computer vision.
An electrophysiology diagnostics platform connecting AD8232 biopotential sensors over UART
to a local Raspberry Pi. Filters cardiac noise with digital Butterworth filters, identifies
arrhythmias in real time, and leverages an on-edge Ollama clinical LLM (qwen2.5:3b) to generate instant doctor-grade PDF reports
without internet access.
qwen2.5:3b) + SciPy DSP
High-frequency vehicle diagnostics platform. Dual-core ESP32 C++ firmware performs automated BLE OBD-II PID discovery and interfaces with EC200U cellular GPS modules via AT commands. A Flask WebSocket server delivers sub-50ms engine data to interactive Leaflet GPS timeline scrubbers, multi-condition alert rules, and vehicle rental billing engines.
Zero-install browser-based digital logic workbench. Integrates a custom Verilog 2001 lexer, AST parser, and discrete-event simulation engine in vanilla JavaScript. Features interactive multi-bit bus waveform drawing with hexagonal transitions, automatic port synchronization, dual timing delta markers ($M_1, M_2$), clock generators, and instant GTKWave `.vcd` testbench exports.
[OPENVINO INFERENCE]: 18.2ms FP16 CPU[GSM MODEM]: AT+CMGS="+919400..." -> SMS BROADCASTED[COMMUNITY RELAY]: GPIO17 TRIGGERED
Autonomous computer vision telemetry safeguarding rural farming communities at forest borders. Utilizes YOLOv8 OpenVINO models optimized for low-power edge CPUs to recognize elephants and dangerous wildlife in real-time video streams. Immediately dispatches localized GSM SMS alerts and triggers edge sound deterrents without requiring internet access.
We collaborate with early-stage founders, research laboratories, and innovation incubators seeking rapid turnkey development from silicon to software to presentation.
Transform an ambitious thesis into a demonstrable, functioning software/hardware product within days. Complete with database schemas, interactive frontend, API routes, and presentation demo assets.
Connecting physical sensor streams to intelligent local processing. Microcontroller firmware (ESP32, Raspberry Pi, Arduino), computer vision with OpenVINO/YOLO, and offline local LLMs via Ollama.
Precision user interfaces crafted with Swiss typography and modern ergonomic hierarchy. Comprehensive Figma design systems, interactive prototypes, dark-mode cockpits, and developer-ready design tokens.
Converting intricate technical products into bankable venture stories. Market sizing (TAM/SAM/SOM), competitor defensibility, unit economics, 10-slide investor decks, and stage keynote coaching.
Zero-dependency in-browser simulation environments for digital logic, signal processing, or developer tooling. Custom AST parsers, discrete-event simulation, and canvas waveform rendering.
High-speed responsive applications with real-time WebSockets, sensor feeds, historical timeline scrubbers, automated PDF clinical reports, and geospatial map visualization (Leaflet).
Looking to recruit CERBRX for an intense hackathon sprint, collaborate on edge hardware and AI, or commission a turnkey MVP? Transmit your brief below.