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#autonomous-driving

49ers coach says his Tesla was on Autopilot when he crashed

The Verge · 5h ago Cached

San Francisco 49ers coach Kyle Shanahan revealed that his Tesla was on Autopilot during a recent crash in Palo Alto, while taking responsibility and cautioning that drivers must stay engaged.

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#autonomous-driving

@Tesla: There’s life before FSD Supervised And then there’s life after

X AI KOLs Timeline · yesterday Cached

Tesla teases a before-and-after comparison of life with FSD Supervised, hinting at the transformative impact of its supervised full self-driving feature.

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#autonomous-driving

@elonmusk: It really is this amazing

X AI KOLs Timeline · 2d ago Cached

Elon Musk shares Paul Graham's anecdote about Jessica buying a Tesla and being impressed by its self-driving capabilities, highlighting the automaker's ability to inspire customers.

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#autonomous-driving

@teslaeurope: FSD Supervised has been trained & tested on 2.2 million km across 19 EU countries, handling edge cases most people woul…

X AI KOLs Following · 2d ago Cached

Tesla Europe announces FSD Supervised has been trained and tested on 2.2 million km across 19 EU countries, handling rare edge cases.

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#autonomous-driving

A Unified Framework for Trajectory Prediction with Explicit Planning and Reaction Decomposition

arXiv cs.AI · 2d ago Cached

INTraJ is a unified framework for trajectory prediction that decomposes social influence into two stages: planning with future social information and local reaction from residuals, achieving state-of-the-art results on Argoverse 2, ETH/UCY, and SDD benchmarks.

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#autonomous-driving

@FinanceYF5: Jensen Huang just announced: Alpamayo 2 Super is now officially open source. NVIDIA's frontier open reasoning model for autonomous driving. It doesn't just "see" — it understands complex scenes, and thinks before acting. It can be used for Robotaxi, trucks, delivery vehicles, etc., under OpenMDW-…

X AI KOLs Following · 3d ago Cached

Jensen Huang announced that NVIDIA has officially open-sourced its autonomous driving reasoning model Alpamayo 2 Super. The model can understand complex scenes and think before acting, and is suitable for Robotaxi, trucks, delivery vehicles, etc. It is open for commercial use under the OpenMDW-1.1 license.

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#autonomous-driving

When Shared Rollouts Fail in Defensive Driving Evaluation: A NAVSIM Score Basis Audit

arXiv cs.AI · 3d ago Cached

This paper audits NAVSIM v2.2's defensive driving scoring, showing that a shared reference-conditioned forgiveness rule combined with numerical instability can cause actor-blind probes to outrank human replay, undermining the benchmark's validity.

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#autonomous-driving

NSF-HRPT: Neural Semantic Field meets Hierarchical Risk Perception Tree for Safety-Critical Scenario Assessment

arXiv cs.AI · 3d ago Cached

The paper presents NSF-HRPT, a framework that combines a Neural Semantic Field with a Hierarchical Risk Perception Tree for quantitative risk assessment in safety-critical autonomous driving scenarios, achieving state-of-the-art performance on synthetic benchmarks and near-state-of-the-art results on real-world datasets.

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#autonomous-driving

@alexgkendall: With GAIA-4 we've been able to deploy world models for safety critical simulation. Here are some nice counter-factual r…

X AI KOLs Timeline · 4d ago Cached

Wayve announces GAIA-4, a multimodal world model powering closed-loop simulation for safety-critical evaluation of end-to-end autonomous driving models, enabling counterfactual replay of cyclist and pedestrian interactions.

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#autonomous-driving

Long-term Traffic Scene Prediction via Polynomial Representations in Autonomous Driving

arXiv cs.AI · 4d ago Cached

This thesis introduces polynomial representations for long-term traffic scene prediction in autonomous driving, showing improved computational efficiency, generalization, and prediction plausibility over sequence-based baselines, validated on Argoverse 2 and Waymo Open datasets.

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#autonomous-driving

Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs

Hugging Face Daily Papers · 6d ago Cached

Introduces AD-MCQ and DEFT-RLVR, a method for verifiable reasoning in autonomous driving VLMs that defers future trajectory exposure to post-decision verification, improving reasoning faithfulness while reducing hallucinations.

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#autonomous-driving

FactorJEPA: Factorizing Monolithic Futures into Layout-Agent-Interaction Channels for Crowded and Chaotic Global South Urban Worlds

Hugging Face Daily Papers · 2026-08-02 Cached

Introduces DENSEWORLD, a 1,000-hour dataset of crowded Global South urban scenes, and FactorJEPA, a JEPA variant that factorizes future prediction into layout, agents, and interactions, improving accuracy and robustness under occlusion and heterogeneity.

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#autonomous-driving

@Tesla: Safer mobility for senior citizens

X AI KOLs Following · 2026-07-28 Cached

The Detroit News article highlights how seniors are using Tesla's Full Self-Driving system as a driver assist to maintain mobility independence.

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#autonomous-driving

@teslaeurope: In the last 4 months, FSD Supervised has been over 5.2x safer than manual driving – across 65 million kilometers in 5 E…

X AI KOLs Following · 2026-07-28 Cached

Tesla reports that its FSD Supervised system is over 5.2 times safer than manual driving based on 65 million kilometers driven in 5 EU countries over the last 4 months.

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#autonomous-driving

@elonmusk: True

X AI KOLs Following · 2026-07-28 Cached

Elon Musk reacts to Tesla's statement about Full Self-Driving (FSD) Supervised, highlighting how the technology has become normalized.

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#autonomous-driving

@Tesla: Some technologies become so normal that we forget life before them FSD Supervised is like that

X AI KOLs Following · 2026-07-27 Cached

Tesla promotes its FSD Supervised feature, noting that advanced technologies quickly become normalized.

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#autonomous-driving

@Tesla: FSD Supervised has reached the point where Cannonball records are measured in time, not possibility

X AI KOLs Following · 2026-07-27 Cached

Tesla's FSD Supervised system achieves a new autonomous Cannonball Run record, completing the cross-country drive in record time, marking a significant milestone for autonomous driving technology.

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#autonomous-driving

SevDiff: Severity-Conditioned Diffusion for Long-Tail Conflict Trajectory Generation

arXiv cs.LG · 2026-07-24 Cached

SevDiff is a severity-conditioned diffusion model for generating vehicle conflict trajectories with controlled time-to-collision values, achieving high hit-rate on a real-world dataset for ADAS evaluation.

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#autonomous-driving

@TaoRay: Many friends asked me about Tesla. I estimate I haven't touched it for about a year, and I won't touch Tesla again. From a technical analysis perspective, Tesla's stock price has an opportunity for oversold bounce. But the fundamentals are not optimistic. According to the earnings call, most new Tesla buyers in North America are buying for self-driving. On the surface, this is...

X AI KOLs Following · 2026-07-24 Cached

User @TaoRay analyzes Tesla's stock, believing that although there is a short-term oversold bounce opportunity, intensified competition in autonomous driving and China's improved AI capabilities will erode Tesla's premium, suggesting avoiding investment.

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#autonomous-driving

@PeterCBigelow: Big thanks to @PAVECampaign for hosting "Autonomy at Work." Grateful for the chance to discuss @KodiakRobotics and our …

X AI KOLs Following · 2026-07-23 Cached

The PAVE panel discussed the practical deployment of autonomous driving in off-highway scenarios (defense, industrial, logistics parks), emphasizing how it improves safety and operational efficiency rather than replacing humans.

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