Network engineer learning Physical AI in public.

I'm a 14-year Cisco DevRel and AI consulting founder (Sierra Code Co) currently going deep on NVIDIA's OpenUSD and Physical AI stack. This site is the journal — friction logs, cross-domain analogies between network automation and 3D scene data, and small demos I'm shipping while I learn.

The format: each entry is a session of learning, written for the next-person-trying-to-do-this. If you came here from a search for "OpenUSD for network engineers" or "Cisco NSO to USD analogy" — that's the point.

Journal

2026-06-06

Putting a robot in my own office with Cosmos 3, 5 days after it shipped

Cosmos 3 dropped at GTC Taipei on Monday. By Saturday I had it self-hosted on a rented H200, generating video of a humanoid robot walking through a scan of my actual office. The honest version: what broke, how I steered it, and where the AI did the driving.

nvidiacosmosphysical-aiworld-modelsvllmlearning-log

2026-06-05

Off the hands-on track: the GTC Taipei keynote through a network engineer's lens

Friday was a flight home from Cisco Live and a 6th-birthday party, not Isaac Sim. The one piece of NVIDIA work I got was the full GTC Taipei keynote. Notes on Vera Rubin's Omniverse digital twin, Alpamayo 2, Cosmos 3, and Isaac GR00T, filtered through network automation and 6 months of daily FSD driving.

nvidiagtc-taipeiphysical-aivera-rubincosmosisaac-gr00tautonomous-vehicleslearning-log

2026-06-04

Second scan, second sweep, second class of friction

Back from the cruise. Re-running the iPhone-LiDAR-to-Blender pipeline on a hotel room with the slow-down lesson applied. The geometry is dramatically better. The new bottleneck is mesh fragmentation when you try to do anything downstream.

openusdscaniverseblenderphysical-ailearning-log

2026-06-02

Intermission: Cisco Live, off the NVIDIA prep track

Two-day gap in the OpenUSD ramp. Cisco Live presentations were scheduled long before this prep started. The honest version of a learning-in-public log includes the days you weren't working on the thing.

intermissioncisco-livelearning-log

2026-06-01

Hand-writing OpenUSD Python from the docs

Pivoting from scan-import-render to actually authoring USD scenes in code. Working through LearnOpenUSD's 'Setting the Stage' module, learning what a Stage, Prim, Path, and Type are by typing them out by hand.

openusdpythonlearning-lognetwork-engineer-bridge

2026-05-31

Scaniverse to Blender from a Royal Caribbean cruise ship

First session of learning OpenUSD: iPhone-scan the cruise promenade with Scaniverse, import the USDZ into Blender, render the first frame. Friction notes throughout.

openusdscaniverseblenderphysical-ailearning-log