Deep dives into the technical.
Technical articles, development notes and lessons learned from building products and systems at Aaventi.
Visual Predictive Maintenance: Beyond Motion Amplification
Rather than building another motion amplification engine and fighting locked IP, Aaventi Labs isolates structural physics directly from optical data without ever reconstructing or magnifying the video.
The Future of Additive Manufacturing in Precision Hardware
How metal 3D printing is reshaping prototyping and production workflows for high-tolerance mechanical assemblies.
Why TRL 4 is the Valley of Death for Hardware Startups
Most hardware ventures fail between lab validation and environmental testing. Here is how to navigate the gap.
Implementing Real-time Edge AI in Low-power Sensors
A deep dive into model quantization, TinyML deployment pipelines, and power optimisation for always-on inference.
Designing for Disassembly: A Case for Circular Engineering
Why designing products for end-of-life recovery is not just ethical, but economically advantageous.
Thermal Management Strategies for Compact Embedded Systems
From passive heatsinks to active cooling loops — choosing the right approach for dense electronics enclosures.
High-speed PCB Layout: Signal Integrity Lessons from the Field
Impedance matching, via stitching, and plane splitting patterns that actually matter in production boards.
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