Insights

Engineering notes
from systems to intelligence.

Architecture, experiments, design tradeoffs, and research notes across embedded systems, AI/ML, automotive platforms, cloud engineering, and emerging computing.

Themes

Topics worth going deeper on.

This page is now structured as the technical publishing hub for Zenova Systems.

Embedded AI

Edge intelligence

On-device inference, quantization, latency tuning, voice-first systems, and edge-to-cloud architecture.

Systems

C/C++ & Rust

Concurrency, memory behavior, IPC, undefined behavior, performance, ownership, and low-level design.

Automotive

AAOS & connected vehicles

AOSP, HALs, connectivity, telematics, audio, diagnostics, security, and platform integration.

Cloud

Connected platforms

Backend systems, Firebase, Google Cloud, OTA, observability, APIs, and secure device integration.

AI / ML

Applied intelligence

LLMs, RAG, agentic workflows, anomaly detection, model evaluation, and AI-assisted engineering.

Research

Quantum & emerging computing

QCNNs, hybrid workflows, quantum-assisted classification, and experimental architectures.

Featured directions

Current writing queue.

These are high-value technical themes for upcoming Zenova articles. Existing blog posts can be linked into this list as they are standardized.

Embedded AI

Designing an in-cab AI assistant from device services to cloud reasoning

Hardware/software integration, voice interaction, diagnostics, connectivity, inference, and reliability.

01
Systems

Debugging deadlocks, race conditions, and latency in multi-language platforms

A systems approach spanning C/C++, Rust, Java/Kotlin, logging, profiling, and AI-assisted debugging.

02
Automotive

From Android Automotive framework to HAL: understanding the complete execution path

Architecture boundaries, services, Binder/IPC, native components, hardware interfaces, and debugging.

03
Research

QCNN architectures for hybrid classical/quantum machine learning

Practical research questions, encoding choices, circuit design, evaluation, and limitations.

04
Technical publishing

Build a useful engineering knowledge base.

As Zenova articles are published, this page can evolve into a searchable collection organized by architecture, platform, language, and research area.