Firmware
The pipeline ran. Interrupts fired. DMA counters incremented. Every status register said the system was healthy. The buffers were empty. Three days of debugging, one register field.
AI
A step counter on a dog's collar sounds like it should be a solved problem. After all, human pedometers have shipped in phones and watches for over a decade. But a dog is not a human walking upright with a phone in their pocket. The sensor sits on
Product
How Early Mechanical Decisions Reduced Assembly Complexity One of the most common mistakes in hardware development is treating assembly as something that happens after design. In reality, assembly begins the moment the first CAD sketch is created. A product may be mechanically sound, aesthetically refined, and functionally complete, yet still
Hardware
Factory bring-up is where hardware design meets operational reality. In the lab, engineers can afford patience. They have debug probes, oscilloscopes, serial logs, source code, firmware builds, and the people who designed the board sitting nearby. If something does not respond, someone can flash a test image, jumper a pin,
Software
Pet healthcare records are inherently unstructured.Vaccination certificates arrive as photos taken at a clinic. Blood reports are shared as PDFs. Prescription records are forwarded through messaging apps. Over time, these documents become scattered across phones, inboxes, and folders, making them difficult to search, track, or act upon when needed.
AI
A port that compiles and produces plausible output is not the same as a correct port. The hardest bugs in an ML migration don't crash. They degrade gracefully. After porting the Everbowl device's image and inference pipeline from Python to C++, we discovered three of them.
Firmware
A pet collar is the worst-behaved sensor mount in consumer hardware. It rotates, flips, rides up the neck, and settles at a different angle every time the dog shakes off after a nap. Yet the very first thing our activity pipeline must do is count steps from the inertial sensor
Hardware
Modern embedded products are no longer single-purpose machines. A connected edge device may capture images, process sensor data, communicate over wireless or wired interfaces, store logs, run OTA updates, manage power states, control LEDs, detect proximity, and coordinate with other boards — all inside one compact system. Each feature may be
Software
The Signals Pets Never Verbalize A dog developing a low-grade fever will not announce it. A dog beginning to experience dental discomfort won't either. Companion animals are evolutionarily conditioned to mask weakness a survival behavior that long predates domestication. By the time a pet parent notices that a
Technology, Insights and Ideas.
Firmware
A collar-worn pet tracker lives in about the most hostile environment a storage engineer could design on purpose. The battery is tiny, the dog is unpredictable, and the wireless link to the hub drops every time the dog wanders behind the couch. Now picture the worst possible moment: the battery
Firmware
The pipeline ran. Interrupts fired. DMA counters incremented. Every status register said the system was healthy. The buffers were empty. Three days of debugging, one register field.
AI
A step counter on a dog's collar sounds like it should be a solved problem. After all, human pedometers have shipped in phones and watches for over a decade. But a dog is not a human walking upright with a phone in their pocket. The sensor sits on
Product
How Early Mechanical Decisions Reduced Assembly Complexity One of the most common mistakes in hardware development is treating assembly as something that happens after design. In reality, assembly begins the moment the first CAD sketch is created. A product may be mechanically sound, aesthetically refined, and functionally complete, yet still
Hardware
Factory bring-up is where hardware design meets operational reality. In the lab, engineers can afford patience. They have debug probes, oscilloscopes, serial logs, source code, firmware builds, and the people who designed the board sitting nearby. If something does not respond, someone can flash a test image, jumper a pin,
Software
Pet healthcare records are inherently unstructured.Vaccination certificates arrive as photos taken at a clinic. Blood reports are shared as PDFs. Prescription records are forwarded through messaging apps. Over time, these documents become scattered across phones, inboxes, and folders, making them difficult to search, track, or act upon when needed.
AI
A port that compiles and produces plausible output is not the same as a correct port. The hardest bugs in an ML migration don't crash. They degrade gracefully. After porting the Everbowl device's image and inference pipeline from Python to C++, we discovered three of them.
Firmware
A pet collar is the worst-behaved sensor mount in consumer hardware. It rotates, flips, rides up the neck, and settles at a different angle every time the dog shakes off after a nap. Yet the very first thing our activity pipeline must do is count steps from the inertial sensor
Hardware
Modern embedded products are no longer single-purpose machines. A connected edge device may capture images, process sensor data, communicate over wireless or wired interfaces, store logs, run OTA updates, manage power states, control LEDs, detect proximity, and coordinate with other boards — all inside one compact system. Each feature may be
Software
The Signals Pets Never Verbalize A dog developing a low-grade fever will not announce it. A dog beginning to experience dental discomfort won't either. Companion animals are evolutionarily conditioned to mask weakness a survival behavior that long predates domestication. By the time a pet parent notices that a