Tesla's Full Self-Driving just handled one of the most chaotic real-world parking scenarios imaginable — and did it without a single human intervention. Whole Mars Catalog, a prominent Tesla community voice, shared on Saturday that his vehicle drove him to The Grove in Los Angeles, entered the parking structure, located an open spot, and parked itself completely autonomously at 3 PM on a weekend afternoon.
The Grove is not a forgiving test environment. It's a dense, high-traffic outdoor mall in Los Angeles where weekend afternoons bring bumper-to-bumper congestion, pedestrians crossing unpredictably, and a multi-level parking structure with tight lanes and competing vehicles hunting for spots. The fact that FSD navigated the full sequence — from street to parked — without any takeover is the kind of real-world proof that matters more than controlled demos.
The timing lines up with a run of parking-focused improvements in recent FSD releases. According to release notes from tessie.com, FSD (Supervised) v14.3.1 and v14.3.3 both specifically called out "increased decisiveness of parking spot selection and maneuvering" and improved parking location pin prediction. Then in late May, Tesla software release 2026.4 introduced Arrival Options — letting FSD choose between parking the car or stopping curbside based on your preference. That feature appears to have been put to the test here in a meaningful way.
It's worth keeping the context clear: FSD (Supervised) still requires an attentive driver ready to intervene. This was not an unoccupied vehicle operating on its own. But the gap between "driver assists" and "driver watches" keeps narrowing, and a zero-intervention park at a notoriously difficult urban venue on a Saturday afternoon is a meaningful data point in that trajectory. If you want to follow along with all the software capability updates driving moments like this, our FSD coverage tracks every development.
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Sources & reporting notes
The links below identify the material source records used for this report.
- @wholemars on X (2026-05-31T22:20:42.000Z) — Direct source
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