Neither Waymo nor Tesla currently depends on V2X, but Tesla's 6M-vehicle fleet creates the largest cooperative perception opportunity if implemented.
Waymo at $45B and Tesla near all-time highs: a valuation framework working backward from prices to implied ramp assumptions for robotaxi and Optimus.
Moravec's paradox, the sim-to-real gap, and why LLM scaling laws don't transfer to robots and autonomous vehicles.
Waymo Gen 6 targets $80K–$130K per vehicle via Zeekr. Tesla Cybercab targets below $30K vision-only. The cost gap is Physical AI biggest hardware benchmark.
Waymo excludes snow from commercial ODD; Tesla FSD camera is vulnerable to sun glare. Radar saves both in rain and fog. Snow is Waymo expansion bottleneck.
Waymo LIDAR plus radar compensates when cameras degrade in fog and rain. Tesla FSD is camera-only. Snow-belt cities are off-limits for all commercial AV today.
Waymo displaces 750 FTE driver-equivalents per week at 150K rides; Aurora targets 80K driver shortage; Optimus factory displacement by 2028.
What Waymo and Tesla charge per ride today, how fares compare to Uber, and the fleet-scale path to sub-$1/mile robotaxi pricing.
Unit economics model for robotaxi cost crossover — when Waymo or Tesla Cybercab undercuts Uber per mile at scale.
Tesla targets sub-$30K Cybercab cost. Benchmarking robotaxi unit economics: utilization, revenue per mile, break-even, and Waymo Gen 6 comparison.
Model Y robotaxi is deploying now in Austin; Cybercab is the long-term economics play — why Tesla needs both and how the ramp unfolds.
Tesla's Dojo D1 silicon powers FSD and Optimus training — the bet that faster throughput compounds into better autonomous driving.
How Tesla's custom Dojo cluster compares to renting H100/B200 cloud compute — architecture, economics, and strategic implications for FSD and Optimus.
How Tesla's Supercharger, Megapack, and V2G assets create an energy flywheel no robotaxi competitor can replicate.
Tesla generates more driving data per day than all robotaxi companies combined. How the FSD data flywheel compounds and why no competitor can replicate it.
Tesla FSD v12 replaced 300,000 lines of rules-based C++ with a single end-to-end neural network trained on billions of supervised driving miles.
UNECE WP.29, ALKS R157, and GDPR: the structural barriers Tesla and Waymo must clear before driverless cars operate commercially in the EU.
EU centralized type-approval under UNECE WP.29 and GDPR data constraints make Europe a different regulatory frontier for Tesla FSD than US state permits.
State-by-state breakdown of where Tesla can operate FSD today, what driverless commercial permits require, and the regulatory path to California.
Tesla has made major AV promises since 2016. A decade of data reveals consistent patterns: technology arrives, but timelines stretch 2–4x.