Skip to content

#具身智能

2 today

May 30Saturday

Synced · WeChat

NVIDIA and Tsinghua Team's Gamma-World Tops Hugging Face Daily Chart

NVIDIA, Tsinghua, University of Toronto, and Vector Institute released Gamma-World, a multi-agent world model using simplex-based positional encoding and hub tokens to cut interaction cost from quadratic to linear, with 8-player latency dropping from 17.6 ms to 4.5 ms.

Why it matters: HKR-H/K/R all pass: Gamma-World has a concrete mechanism and latency claim from NVIDIA/Tsinghua. Scope remains multi-agent world-model research, so it sits in the 78–84 good-quality band rather than must-write.

The Verge · AI

Tech companies desperately want to film you doing chores

Shift said it would clean New Yorkers’ homes for free if it can film cleaners doing chores such as washing dishes, wiping counters, dusting tables, and mopping floors, creating domestic robot training data; the snippet does not disclose consent terms, data retention, pricing, or expansion timing for cities such as London.

Why it matters: HKR-H/K/R all pass: the odd trade is clickable, the post gives a concrete chore-video collection mechanism, and it hits robotics data plus privacy nerves. This is a strong industry feature, not a major model or platform release, so it sits in 72–77.

May 29Friday

The Verge · AI

This AI startup will clean your home for free to train future robots

Shift offers free home cleaning and records cleaners scrubbing, vacuuming, dusting, tidying, and washing to collect robot training footage; the RSS snippet does not disclose service cities, privacy terms, consent mechanics, or dataset scale.

Why it matters: HKR-H and HKR-R are strong: Shift turns home cleaning into robot-training data collection. HKR-K has a clear mechanism, but city scope, privacy terms, and dataset scale are not disclosed, so this stays low-featured.

AI HOT (Curated Pool)

Tesla FSD Safety Claims Face Scrutiny

Tesla claimed FSD can be up to 10 times safer than humans, but Reuters found flaws in the comparison, with 11 traffic safety researchers saying Tesla used inappropriate baselines against broader federal crash data.

Why it matters: HKR-H/K/R all pass: the Reuters-backed challenge to Tesla’s 10x FSD safety claim has conflict, numbers, and safety resonance. The article does not disclose full samples or formulas, so it stays in the 72–77 band.

May 28Thursday

NVIDIA Blog

NVIDIA Research Advances Robotics From Simulation to the Real World

NVIDIA Research presented 8 ICRA papers on sim-to-real robotics: ScheduleStream delivered a 3x speedup for multi-arm planning, COMPASS reached about 80% success across 20 real-world navigation trials, and Grasp-MPC achieved about 75% real-robot grasping success.

Why it matters: HKR-K and HKR-R are strong: the post gives concrete sim-to-real numbers from ICRA and addresses robot deployment reliability. HKR-H is moderate but passes on the real-world success-rate hook.

AI HOT (Curated Pool)

Mistral AI launches physics AI model for industrial engineering

Mistral AI integrated the Emmi AI team and launched a physics AI foundation model for industrial engineering, with the post saying it can learn from geometry, boundary conditions, or measurement data and predict full physical fields on a single GPU in seconds.

Why it matters: HKR-H/K/R pass: a major model lab entering physics simulation with a concrete single-GPU seconds claim. The score stays in the lower featured band because model name, benchmarks, pricing, and access are not disclosed.

Synced · WeChat

ICML 2026: AutoMoT reaches SOTA on Bench2Drive and nuScenes

NTU AutoMan Lab, Harvard, and Xiaomi Auto proposed AutoMoT, a unified VLA driving model using a 4B Qwen3-VL Understanding Expert and a 1.6B Action Expert with asynchronous inference, reaching 89.42 DS and 74.09% SR on Bench2Drive with AutoMoT+.

Why it matters: HKR-H/K pass via the async VLM-driving setup and concrete Bench2Drive numbers. The autonomy focus narrows HKR-R, so this sits at the featured threshold rather than the 78+ research tier.

Synced · WeChat

Chinese pretrained embodied model Wall-OSS-0.5 is open sourced

X Square Robot open sourced Wall-OSS-0.5, a VLA model whose 400k pretraining checkpoint scored above 80 on 4 of 17 real-robot zero-shot tasks, with weights, code, training recipe, ablations, and a DMuon optimizer implementation released.

Why it matters: Clear HKR-H/K/R: a 400k checkpoint and 17 real-robot zero-shot tasks add substance, while “post-training not required” is a sharp hook. X Square Robot is not a top foundation-model lab, so this stays at 79.

May 27Wednesday

Synced · WeChat

From Foundation Models to Physical AI, Samsung Moves Into the Core LLM Race

Samsung disclosed three AI efforts—Meki, M2RL, and LiveClawBench—covering a memory-based edge architecture, multi-domain reinforcement learning, and Physical AI evaluation; the article also says Samsung has purchased tens of thousands of GPUs for AI infrastructure, but does not provide model size, training budget, or deployment timelines.

Why it matters: HKR-H, HKR-K, and HKR-R pass, but this is a Samsung research bundle plus strategy signal, not a flagship model or product launch. It fits the 72–77 featured band, below same-day must-write.

AI HOT (Curated Pool)

Reachy Mini enables fully local voice interaction

Reachy Mini implements local voice interaction through the speech-to-speech library, using a cascaded pipeline with a Realtime API-compatible WebSocket interface and default components including Silero VAD, Parakeet-TDT, and Qwen3-TTS.

Why it matters: HKR-H/K/R all pass: the post has a clear local-robot voice hook, concrete stack details, and edge-agent resonance. Scope stays limited to Reachy Mini voice interaction, so it sits at the featured threshold.

May 26Tuesday

New York Times Chinese

The Shared U.S.-China AI Anxiety: Being Harvested by the Future

Yi-Ling Liu compares U.S. and Chinese AI anxiety through labor, companionship, and agency: over 70% of U.S. teenagers report using chatbots as companions, while China is projected to reach 200 million single-person households by 2030.

Why it matters: HKR-H/K/R all pass, but this is commentary rather than a model, product, or policy release. Its signal comes from two social data points and a US-China framing, so it fits the featured threshold for an insightful opinion piece.

May 25Monday

Synced · WeChat

A 1B-Gaussian 3D World Runs in the Browser, Outperforming Fei-Fei Li’s Spark

Manycore Tech open-sourced Aholo Viewer, a browser-based 3D Gaussian Splatting viewer that used half the memory of Spark 2.0 in a 300M-Gaussian test, loaded 2x faster, rendered 3x faster, and supports scenes with up to 1B Gaussian points.

Why it matters: HKR-H/K/R all pass: the hook is vivid, the post gives 300M-point benchmarks and a 1B-point ceiling, and browser-side 3D deployment matters to practitioners. Score stays at 80 because this is a strong tool release, not a foundation-model event.

May 22Friday

AI HOT (Curated Pool)

NDRC to Accelerate Embodied AI Training Infrastructure

China’s NDRC said humanoid robot race teams increased from more than 20 to over 100, with finishers rising from 6 to more than 40, and it will build embodied AI training infrastructure and pilot application bases for factories, malls, and homes.

Why it matters: HKR-H/K/R pass: the policy hook is concrete and includes team-growth numbers. Score stays in the featured-threshold band because budget, timeline, and facility scale are not disclosed.

Synced · WeChat

CVPR 2026 | HiF-VLA: A Motion-Centric World Action Model

Westlake University and collaborators introduced HiF-VLA, a motion-centric VLA framework that extracts compact Motion vectors with codecs such as H.264 and uses a joint expert to predict future visual motion and generate action sequences, reporting 31.4GB peak memory and 117.7ms latency under the cited history-window setting.

Why it matters: HKR-H/K/R all pass: the H.264-motion angle, concrete VRAM/latency numbers, and robotics deployment pressure are clear. It remains a single research item without adoption or cross-source heat, so it sits in the lower featured band.

Bloomberg Technology

Waymo Takes Multi-City Pause on Floods, Halts Freeway Access

Waymo temporarily halted robotaxi service in five cities because its vehicles may attempt to drive on flooded roads; the RSS snippet says the same issue recently triggered a recall of thousands of vehicles, but the post does not disclose the city list or restart timing.

Why it matters: HKR-H/K/R all pass: a top robotaxi operator paused multi-city service over a concrete flood-safety failure. It is a notable AI deployment incident, but not industry-shaking.

NVIDIA Blog

NVIDIA GTC Taipei at COMPUTEX: Live Updates on What’s Next in AI

NVIDIA won four COMPUTEX 2026 Best Choice Awards for Vera Rubin NVL72, Jetson Thor, and Alpamayo; Vera Rubin NVL72 connects 36 Vera CPUs and 72 Rubin GPUs, and NVIDIA says it delivers up to 10x higher inference performance per watt and 10x lower cost per token.

Why it matters: HKR-H/K/R all pass: NVIDIA gives concrete Vera Rubin NVL72 specs and a 10x inference-efficiency claim, directly tied to AI compute costs. The source is NVIDIA’s event blog, so this stays below the 85 same-day must-write band.

May 21Thursday

AI HOT (Curated Pool)

FSD officially launches in mainland China

The title says FSD has launched in mainland China, while the post only states an official entry into the mainland and does not disclose eligible cities, vehicle models, pricing, or regulatory conditions.

Why it matters: HKR-H and HKR-R pass: FSD’s China entry is a high-attention rollout with autonomy regulation and competition stakes. HKR-K fails because the post gives no rollout scope, pricing, or approval details.

May 20Wednesday

Xinzhiyuan · WeChat

Behind Jensen Huang’s Douzhi Moment, Chinese GPUs Are Filling CUDA’s Moat

Moore Threads presented progress on its MUSA GPU ecosystem, with SDK 5.1.0 targeting CUDA 12.8 and supporting 761 driver and runtime APIs. The post says MUSA has entered SGLang’s mainline, is listed for 2026 Q2 hardware support, and supports automated library migration via MUSACODE.

Why it matters: HKR-H/K/R all pass: the headline has a meme hook, the post gives 761 APIs plus SGLang mainline support, and CUDA-lock-in anxiety is real. It remains a single-vendor ecosystem update, so it sits in mid featured rather than P1.

Xinzhiyuan · WeChat

UISEE Lists in Hong Kong as a Full-Scenario L4 Autonomous Driving Stock

UISEE listed on the Hong Kong Stock Exchange at HK$60.30 per share, with its public offering oversubscribed 6,777.29 times and a 90.5% share of the Greater China airport L4 commercial vehicle market in 2025.

Why it matters: HKR-H/K/R all pass: the IPO hook is concrete, with subscription and market-share numbers, and it ties to AV commercialization. It stays below 85 because this is not a foundation-model company IPO.

New York Times Chinese

China Wants to Expand AI, but Not at the Cost of Jobs

Chinese courts have publicly backed workers in AI-replacement dismissal cases for a third time; in the Hangzhou case, an employee’s monthly salary was cut from 25,000 yuan to 15,000 yuan before dismissal, and the court found the employer failed to provide a reasonable placement and had illegally terminated the worker.

Why it matters: HKR-H/K/R all pass: the NYT story links China’s AI push with labor-court precedents and gives concrete Hangzhou case numbers. It is not a model or product launch, so 78–84 fits better than the same-day must-write band.

TechCrunch · AI

Google’s Genie world model can now simulate real streets with Street View

Google DeepMind is integrating Street View with Project Genie for interactive street-level simulations in robotics, gaming, and travel; the post does not disclose model parameters, launch timing, or evaluation results.

Why it matters: Google DeepMind connecting Street View to Genie gives HKR-H/K/R: a novel hook, a concrete mechanism, and robotics/data-moat resonance. Missing params, launch timing, and evals keep it in the 78–84 band.

May 19Tuesday

AI HOT (Curated Pool)

Hyundai Motor Group Plans to Deploy 25,000 Boston Dynamics Atlas Humanoid Robots

The title says Hyundai Motor Group plans to deploy 25,000 Boston Dynamics Atlas humanoid robots; the post does not disclose the rollout schedule, deployment sites, or purchasing terms.

Why it matters: HKR-H/K/R pass on the 25,000-unit Atlas hook, concrete number, and robotics commercialization nerve. Missing timing, use cases, and procurement terms keeps it in the lower featured band.

AI HOT (Curated Pool)

Horizon Open-Sources 400M-Parameter Robot Control Model HoloMotion-1

Horizon Robotics Lab open-sourced HoloMotion-1, a 400M-parameter full-body humanoid control model that uses MoE sparse activation and KV-cache inference to reach about 300 FPS on-device, with code and a technical report released.

Why it matters: HKR-H/K/R all pass: HoloMotion-1 has an open-source robotics hook plus 400M params and about 300FPS edge inference. Its reach is narrower than a frontier model release, so it fits the 78 featured band.

QbitAI · WeChat

Chinese GPU vendor Moore Threads releases MT Lambda for embodied AI simulation

Moore Threads released MT Lambda, an embodied AI simulation platform that combines physics, rendering, and AI engines, and demonstrated the robot dog “Xiaofei” executing a Sim-to-Real policy trained 100% in simulation on domestic hardware.

Why it matters: HKR-H/K/R pass: the story has a concrete domestic-GPU simulation hook, a three-engine mechanism, and a clear NVIDIA/robotics-cost nerve. Importance stays in the low featured band because performance, pricing, access, and third-party validation are not disclosed.

AI HOT (Curated Pool)

NVIDIA fine-tunes Cosmos Predict 2.5 with LoRA/DoRA for robot video generation

NVIDIA published a Hugging Face post on fine-tuning Cosmos Predict 2.5 with LoRA and DoRA to generate robot first-person videos from text prompts; the post does not disclose dataset size, training cost, or evaluation results.

Why it matters: HKR-H/K/R pass: the robot POV video angle is clickable, and LoRA/DoRA on Cosmos Predict 2.5 is a concrete mechanism. Missing dataset scale and metrics keep it in the low featured band.

May 18Monday

AI HOT (Curated Pool)

Baidu Core AI Business Revenue Exceeded RMB 13.6B in Q1

Baidu reported that its core AI-driven business generated more than RMB 13.6 billion in Q1 2026, up 49% year over year, and accounted for more than half of Baidu’s general business revenue for the first time.

Why it matters: HKR-H/K/R all pass, but the source is a Baidu post with revenue framing only; segment breakdown and margin quality are not disclosed. This fits the low featured band as an AI commercialization signal.

Latent Space

The Autonomous Drone Tech Stack and Economics of Drones — Yaroslav Azhnyuk

Latent Space interviewed The Fourth Law founder Yaroslav Azhnyuk for a two-hour episode covering FPV drones, five levels of autonomy, eight dimensions of the autonomous battlefield, and China’s manufacturing advantage; the transcript claims Ukraine produced 4 million FPV drones last year and discusses a hypothetical Chinese capacity of 4 billion.

Why it matters: HKR-H/K/R all pass: the Latent Space interview offers concrete autonomy and battlefield frameworks. It is still commentary, not a model release, product update, or research artifact, so it stays just above the featured threshold.

May 17Sunday

QbitAI · WeChat

A Robot Dog Challenges Nvidia's Compute Lead

Weilan Technology unveiled BabyAlpha A3, a consumer quadruped robot using a six-chip heterogeneous cluster that runs a 7B-parameter model on-device at 280 TPS; the article says it has 66MP vision, 2.232 million point-cloud samples per second, and a planned Q3 launch.

Why it matters: HKR-H/K/R pass: the robot-dog-versus-Nvidia angle is clickable, and 280 TPS on a local 7B model is concrete. Single-source summary lacks price, power draw, and benchmark setup, so it stays near the featured floor.

Synced · WeChat

What Are World Models? Their History and the $10 Billion Bet

Jiqizhixin translated a MoE Capital blog tracing two world-model lineages. The article says more than $10 billion entered the category over 18 months, and cites DreamDojo as using 44,711 hours of first-person video pretraining to reach r=0.995 correlation with real-world robot policy outcomes.

Why it matters: HKR-H/K/R all pass: the hook is strong and the article gives concrete figures, but it is a compiled explainer rather than a new release. It fits the featured-threshold band for a strong commentary/tutorial.

May 16Saturday

Hacker News front page

Tesla reveals two Robotaxi crashes involving teleoperators

Tesla disclosed two Robotaxi crashes involving teleoperators, according to the TechCrunch headline. The RSS snippet only lists 27 Hacker News points and 17 comments; the post does not disclose crash locations, injuries, dates, vehicle behavior, or the teleoperation handoff mechanism.

Why it matters: HKR-H/K/R all pass: two Tesla Robotaxi crashes involving teleoperators is a concrete safety hook. Sparse body details keep it at the featured threshold, not a same-day must-write.

Synced · WeChat

Why Robots Need World Models: Top Institutions Release Joint Survey

NTU MARS Lab and collaborators released a 43-page survey on robot world models, covering definitions, architectures, applications, benchmarks, and challenges around action-conditioned consistency, inference efficiency, and physical grounding.

Why it matters: HKR-H and HKR-K pass: the hook is robot world models, and the post cites a 43-page survey with benchmarks and action-consistency framing. HKR-R is weak, so this stays at the featured threshold.

AI HOT (Curated Pool)

Nvidia CEO Says Skilled Trades Have Better Prospects Than CS Graduates

Jensen Huang told Carnegie Mellon’s 2026 CS graduates that skilled trades have better prospects; Randstad says trade demand is growing three times faster than white-collar roles, with robotics technician jobs up 107%.

Why it matters: HKR-H/K/R all pass: a sharp Jensen Huang career claim, two concrete labor-market numbers, and clear jobs anxiety for AI workers. It is still an X-sourced commentary item, not a model, product, or policy event, so it stays at low featured.

Hacker News front page

Waymo Recalls 3,800 Robotaxis After They Drive Into Flood Waters

Waymo recalled 3,800 robotaxis after the vehicles drove into flood waters, according to the title; the RSS snippet does not disclose incident counts, affected software versions, recall scope details, or the fix mechanism.

Why it matters: HKR-H/K/R all pass, but the post gives recall size and flood-water condition only; incident count, software version, and fix are not disclosed. This is a featured-threshold autonomy safety story, not a major AI release.

AI HOT (Curated Pool)

Yann LeCun interview: LLM limits, AI's future, and a new startup path

Yann LeCun discussed LLM limitations on the Unsupervised Learning podcast, covering his 2027 forecast, AMI’s bet on world models, his reasons for leaving Meta, and major disagreements with Geoffrey Hinton and Yoshua Bengio over Turing Award-era views.

Why it matters: HKR-H/K/R all pass: LeCun combines LLM limits, 2027 forecasts, world models, and Meta departure in one interview, matching the 85–94 band for major AGI-timeline commentary.

May 15Friday

r/LocalLLaMA

Fully Offline Suitcase Robot Built Around Jetson Orin NX SUPER 16GB

CreativelyBankrupt built Sparky as a fully offline suitcase robot on Jetson Orin NX SUPER 16GB, running Gemma 4 E4B Q4_K_M via llama.cpp with q8_0 KV cache, about 200 ms cached TTFT, 14-15 tok/s sustained output, 12K context, 30+ sensors, and no WiFi, Bluetooth, or cellular interface.

Why it matters: HKR-H/K/R all pass, with a named hands-on build and concrete latency/sensor numbers. It stays in low featured because this is a Reddit project post, not a product launch or research release.

May 14Thursday

Synced · WeChat

China in Focus: PsiBot Uses 100,000 Hours of Human Data for Embodied AI

PsiBot says it uses 100,000 hours of human operation data to train robot policies, with the W0 world model acting only as a training-time transfer module while deployment runs R2 alone.

Why it matters: HKR-H/K/R all pass, but the facts come mainly from company framing and lack an artifact link, benchmark, or third-party replication. This fits a solid robotics research/product story, not the 78+ band.

Bloomberg Technology

Google Tie-Up Lifts Fanuc to Record as Physical AI Bets Grow

Fanuc announced a partnership with Alphabet’s Google and its shares surged, with the title saying the stock hit a record; the RSS snippet does not disclose the partnership scope, share-price gain, or rollout timeline.

Why it matters: Bloomberg source authority plus a Google×Fanuc physical-AI partnership clears HKR-H and HKR-R for featured. HKR-K fails because no mechanism, share gain, product detail, or timeline is disclosed.

Bloomberg Technology

Anduril Doubles Valuation to $61 Billion

Anduril doubled its valuation to $61 billion in a fresh $5 billion funding round led by Thrive Capital and Andreessen Horowitz; CEO Brian Schimpf said the company will invest aggressively in manufacturing capacity, research and development, and infrastructure.

Why it matters: HKR-H/K/R all pass: the $61B valuation, $5B round, and use of proceeds are concrete. It is major defense-robotics funding, not a core model release, so it sits in the 78–84 band.

May 13Wednesday

Synced · WeChat

Lin Junyang Reportedly Starts New AI Lab Seeking $2 Billion Valuation

The Information says Lin Junyang is raising several hundred million dollars for a new AI Lab at a potential $2 billion post-financing valuation, while the lab’s research direction and final valuation remain undisclosed.

Why it matters: HKR-H/K/R all pass, but the article only gives The Information’s funding rumor and valuation; research focus, team, and product plan are not disclosed. This fits the 72–77 featured band.

May 12Tuesday

Synced · WeChat

Unitree launches GD01 civilian piloted transforming mech from RMB 3.9 million

Unitree launched the GD01 piloted transforming mech with a starting price of RMB 3.9 million, biped and quadruped modes, and a stated payload of about 500 kilograms.

Why it matters: HKR-H/K/R all pass: Unitree’s GD01 has a rare manned-mech hook plus concrete price, modes, and payload. It is a notable robotics product launch, not a foundation-model-scale event, so it sits at the lower featured band.