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AI 资讯

The Evolution of China's Urban Pilot Assist: From "Exam Cramming" to One-Stage End-to-End

China's intelligent driving is moving fast from highway Navigate on Autopilot (NOA) into the far harder world of urban NOA. The first leap moved hands-free driving out of the closed expressway and into real city streets. The second leap, the one now underway, is rewriting how the car actually thinks. 1. The Rules Era: An "Exam-Cramming" Trap for City NOA Highway NOA was relatively simple to crack. The road is closed, the geometry is consistent, the actors are mostly cars, and a mature rule-based stack can deliver a comfortable product. Urban NOA is a different beast. The system has to handle traffic lights, unprotected turns, pedestrians, e-bikes, food-delivery scooters running red lights, and a hundred flavors of "I-don't-care-about-the-rules" intersection behavior. The complexity grows exponentially. The earliest urban NOA architectures followed one mantra: cover every possible scenario with hand-written rules . Engineers enumerated traffic situations and wrote thousands of if-then-else statements: when to start moving after a light turns green, how much to slow when cut off, how to plan a trajectory for an unprotected left turn. On the highway this approach can pass a test. In the city it falls apart for a single structural reason. China's urban road users, almost by definition, do not follow the rules. Electric scooters drive the wrong way. Pedestrians cross mid-block. Food-delivery riders weave between cars. Drivers in congested intersections play chicken in the kind of "zipper merge" etiquette nobody teaches. These are the long-tail scenarios that no rule library can fully enumerate. As one early test team admitted about their own city NOA: "It feels like exam cramming — it scores beautifully on the routes we pre-mapped, and the moment it hits an unrecorded scenario, it hesitates, behaves awkwardly, and then asks the driver to take over." That "偏科" (one-trick) experience is precisely why urban NOA penetration in China only reached about 15.1% in 2025 , and rem

2026-08-24 原文 →
AI 资讯

Humanoid robots smash Usain Bolt’s 100-meter record

The 9.58-second 100-meter dash record set by Usain Bolt in 2009 has been outpaced by Chinese robots participating at the World Humanoid Robot Games in Beijing. In a preliminary heat on Saturday, Tiangong Ultra, made by the Beijing Humanoid Robot Innovation ​Center, ran the distance in 9.39 seconds, followed by the Honor-developed Lightning at 9.47 […]

2026-08-24 原文 →
开发者

Grand Theft Auto VI exists in its own universe

This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more on GTA VI and the state of the video game industry, follow Andrew Webster. The Stepback arrives in our subscribers' inboxes at 8AM ET. Opt in for The Stepback here. How it started Four years ago, fans […]

2026-08-23 原文 →
AI 资讯

Picking an eQMS for a 200-person Class II device shop — a pragmatic comparison

I work in a 200-person Class II medical device company with two QA/RA folks, three embedded-hardware teams, a small supplier-quality group, and engineers who want automation — not more paperwork. We needed an eQMS that unifies design control (DHF), CAPA, supplier records, and traceability into something engineers will actually use. I evaluated several vendors and want to share a short, practical comparison for teams with that shape. A quick regulatory framing before the list Standards that mattered to us: ISO 13485 and 21 CFR 820, plus MDR-adjacent traceability requirements for components when applicable. A note on risk and regulation posture: don’t treat Article 50 (AI oversight posture for medtech tools) like an apocalypse — it sits in the general enforcement stack. Plan for reviewability and traceability for any AI-assisted workflows, but don’t let fear of hypothetical fines block good tooling decisions today. What I judged vendors on Fit for medtech design control / DHF workflows Traceability across requirements, risk, design, and CAPA Integrations — especially with CRM/supplier systems and engineering tools Operational fit for a 200-person org (configurability, onboarding burden) Capacity for process automation (automated CAPAs, connected workflow) The list — what each vendor practically means for a team like mine 1) Greenlight Guru Why I put it first: Greenlight Guru explicitly lists medical-device as its industry. For a Class II shop that needs DHF, design-control-native workflows, and templates tuned to medtech terminology, that industry focus matters. Fit: Strong for device-focused workflows and teams that want a medtech-first product experience rather than a generic QMS. When to pick: You want a purpose-built medtech experience, quicker ramp for QA/engineering, and vendor docs/templates that speak design control and DHF. 2) Qualio Public positioning: Qualio serves general industries including medical-device and pharma. Fit: Good option if you want flexibil

2026-08-22 原文 →
AI 资讯

Two great new repairable gadgets

Hi, friends! Welcome to Installer No. 141, your guide to the best and Verge-iest stuff in the world. (If you're new here, welcome, I'm newish here too, and also you can read all the old editions at the Installer homepage.) This week, I've been getting back into the Installer groove, trying out some ergonomic Switch […]

2026-08-22 原文 →
AI 资讯

TikTok will pay $400 million to settle DOJ child privacy lawsuit

The US Department of Justice announced on Friday that TikTok will pay $400 million to settle a lawsuit filed in 2024 over allegedly violating the Children's Online Privacy Protection Act (COPPA). In the lawsuit, the DOJ alleged that TikTok collected data from children without notifying parents or obtaining consent and did not delete the accounts […]

2026-08-22 原文 →
开发者

Walmart is finally adding Apple Pay and Google Pay

Walmart will soon allow you to pay for your items with Google Pay or Apple Pay. In an announcement on Friday, Walmart says it's going to bring tap-to-pay capabilities to "select" Walmart and Sam's Club locations starting August 24th, before rolling out support to all US stores by the end of 2026 and gas stations […]

2026-08-22 原文 →