Python

Zero-copy GStreamer tracking pipeline on Jetson Orin

From a PyTorch Tracker to a Zero-Copy GStreamer Pipeline: Rebuilding SAM2.1/SAMURAI on Jetson, Step by Step

A long, hands-on account of turning a research-grade PyTorch visual tracker (SAM2.1 / SAMURAI) into a real-time, zero-copy GStreamer + CUDA + TensorRT pipeline on a Jetson Orin NX — decomposing the model into engines, exporting and parity-validating each one, porting the per-frame math to CUDA, packaging it as a GStreamer element, and squeezing 8 fps into 24 with queues and frame-skipping. Every stage is validated against a golden reference.

A cropped sensor view handing pan authority off to a physical gimbal

Two Pans, One Stick: Blending a Digital Crop Pan with a Physical Gimbal

A long-range zoom camera pans two ways at once — by sliding a crop window across the sensor, and by physically rotating the gimbal underneath it. Here’s how to make one joystick drive both so the operator never feels the seam, the maths of the handoff, and the per-axis bug that kept the gimbal rolling after the stick let go.

Hunting an undocumented AHRS on the serial bus

Which tty Is the AHRS? Hunting an Undocumented Serial Device on a Jetson

A small AHRS was wired to a Jetson over USB, but nobody wrote down which serial port. Here’s how I tracked it down by its protocol instead of its name, fell into the classic dialout permissions trap, and decoded its orientation stream into human-readable numbers.

H.264 vs H.265 vs AV1 end-to-end latency on Jetson Orin — grouped bar chart

H.264, H.265, and AV1 on Jetson Orin: A Real Hardware Latency Benchmark

A rigorous per-stage latency benchmark across H.264, H.265, and AV1 hardware codecs on NVIDIA Jetson Orin (JetPack 6), measuring encode, wire, and decode separately at FHD and HD resolutions. AV1 wins end-to-end at 104 ms FHD / 86 ms HD. H.264 is the worst choice despite being the oldest: its nvv4l2decoder holds ~4 frames in an internal DPB buffer, adding 130–170 ms of hidden latency. Wire latency is governed by parse-element lookahead, not byte volume. Clock sync achieves ±234 µs via chrony. Full pipeline source, CSVs, and reproduction steps included.

Scripted Hardware Testing for PX4 — MAVLink Shell, Docker, and pymavlink

How to script PX4 hardware verification using pymavlink’s SERIAL_CONTROL protocol over a USB connection — download CI firmware, flash from the command line, and run NSH commands programmatically. No QGroundControl required.

Satellite imagery comparison: 15m vs 0.13m resolution in headless Unity simulation

The Satellite Tile Hunt: From 15m Blobs to 13cm Resolution in an Air-Gapped Simulation

A practical guide to finding, downloading, and fusing satellite imagery and elevation data for an air-gapped Unity simulation. Covers every free tile provider (ESRI, Bing, Google), every free DTM source (SRTM, Copernicus, Mapzen), how to stitch thousands of tiles into Unity-ready textures, and the dead ends along the way.

Contributing to ROS 2 — A Practical Guide from Four Accepted PRs

Everything I learned submitting four pull requests to ROS 2 core repositories — from finding issues and building in Docker to passing DCO checks, handling OSRF’s AI disclosure policy, rebasing across distro branches, and running the full test suites. A warts-and-all field guide.