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Building Hardware Base for AI Agents

This Minority派 Matrix article guides on setting up a hardware foundation for AI agents in the AI era. It shares authentic user experiences and practical product insights from the community.

少数派 · 185d ago

Video

PixVerse V6 Launches with Advanced AI Video Controls

PixVerse V6 arrives as Sora fades, featuring major enhancements in AI video spatial and temporal processing. It supports time-lapse shooting and slow-motion effects.

量子位 · 185d ago

Models

Gemma-4 Spotted in AI Studio Code

References to 'models/gemma-4' found in AI Studio code, hinting at imminent release with Kaggle page live. Two test models—Significant-Otter (120B, unstable but factual) and Pteronura (27B dense, strong vision/coding)—perform well on LMArena.

Reddit r/LocalLLaMA · 185d ago

Momenta Files Secret HKEX IPO

Momenta, a leading intelligent driving supplier, has confidentially filed for an IPO on the Hong Kong Stock Exchange. It has secured partnerships with Audi, BMW, and Mercedes-Benz.

钛媒体 · 185d ago

Bilibili Joins AI Tools Battle

Bilibili enters the fierce 'hundred shovels war' in AI tools development. The platform seeks to direct AI content trends and empower UP主 with tools that amplify personal styles.

钛媒体 · 185d ago

Models

Zhipu, MiniMax: Just Two Formulas?

High-valuation Chinese LLM firms Zhipu and MiniMax face scrutiny over reliance on just two key formulas for success. The article delves into the challenges and triumphs of developing large models in China.

钛媒体 · 185d ago

Image

Honor Sensor: One Pixel Senses Three Colors

Honor's chief imaging engineer Luo Wei announced the successful R&D of a super original color sensor using a dispersive prism, enabling one pixel to sense three lights. It achieves peak sensor performance with AI-assisted de-mosaicing algorithms.

IT之家 · 185d ago

Research

Any Surface Turns Into AR Touchscreen

Researchers developed tech to turn any flat surface into a touchscreen keyboard for AR headsets. It uses the body's natural reaction to pressure for input detection.

Digital Trends · 185d ago

SetupAIResearch

Research

RBF-Attention Fixes Dot-Product Magnitude Bias

研究者以基於距離的 RBF 核取代自注意力中的點積運算，避免鍵向量透過巨大幅度主導 softmax。透過代數技巧避免 OOM，並開發自訂 Triton 核心來高效計算。

Reddit r/MachineLearning · 185d ago

Wafer Bonding Startup Secures Key Funding

矽赫微科技（SHW）完成新一輪融資，由元禾璞華領投，多家機構跟投。公司專注晶圓永久鍵合設備，針對先進封裝與化合物半導體，提供高精度解決方案，多款設備進入客戶驗證階段。

36氪 · 185d ago

Mindray Pivots to Embodied AI

Mindray Medical is transforming into an embodied intelligence company. Their guiding motto is 'Give time back to doctors, give doctors back to patients.' This shift highlights AI robotics in healthcare efficiency.

钛媒体 · 185d ago

Slackbot Evolves into AI Agent Hub

Slack announced major expansions to its built-in AI assistant Slackbot, adding 'Deep Thoughts' for strategic analysis, automatic desktop data input, third-party agent hub, and real-time CRM updates during meetings. This transforms it from a personal tool into an organizational team connector.

ITmedia AI+ (日本) · 185d ago

AI 2ch Forum Thread Generator Launches

A new AI simulator generates 2channel-style forum responses from a thread title and first comment input, mimicking anonymous BBS UI. Developed by a Tokyo-based salaryman using generative AI, it has garnered 500k impressions on X since April 1.

ITmedia AI+ (日本) · 185d ago

SetupAIApplications

NYC Revokes TikTok Ban on Gov Devices

New York City Mayor Zohran Mamdani announced on March 31 the revocation of the TikTok ban on government devices. The policy shift allows departments to post content on TikTok to expand public communication channels.

36氪 · 185d ago

UPenn Grads Launch Golf AI Agent

Three post-00 UPenn robotics master's students created a Golf AI Agent and secured millions in angel funding from Jin Qiu. The product uses AI and robotics to redefine sports markets and next-gen intelligent terminals in movement scenarios.

钛媒体 · 186d ago

AI Early Warning for Heart Failure

Experts highlight AI-driven community health platforms for cardiovascular risk monitoring and alerts. Upcoming non-invasive lung water meters quantify lung fluid via electromagnetic signals for early detection.

36氪 · 186d ago

Coding

Claude Admits 20x Overcharging Bug

Anthropic's Claude has admitted to overcharging users up to 20 times due to billing errors. A simple 'hello' message can consume 13% of the quota.

量子位 · 186d ago

SetupAIInfrastructure

Sticky Post Urged for Agentic AI Security

Reddit user proposes a sticky post on r/LocalLLaMA discussing security risks and safe practices for agentic AI. Notes that popular tutorials for ollama and llama.cpp ignore security.

Reddit r/LocalLLaMA · 186d ago

Slow AI Learning Avoids Obsolescence

AI's rapid iteration makes early skills like prompt engineering obsolete, as models now respond to natural chat. Late adopters benefit by skipping pitfalls, similar to metaverse and NFT busts.

虎嗅 · 186d ago

Ruqi Revenue Soars 114.6%, Robotaxi Fleet Expands

Ruqi Chuxing reported 114.6% total revenue growth and 395.3% gross profit surge for 2025, with gross margin at 11.9% and profit improvement of 48.1%. The company is accelerating its Robotaxi+ strategy, with fleet reaching ~600 vehicles in Q1 2026, nearly doubling from end-2025.

36氪 · 186d ago

Coding

Command Prompt Gets Faster, Smarter Overhaul

Microsoft updated Command Prompt in Windows 11 Insider previews (Canary 29558.1000). It integrates features from open-source Windows Terminal for speed, intelligence, and modern design.

cnBeta (Full RSS) · 186d ago

SetupAIInfrastructure

Sandbox Risks in Local LLM Tool Access

Post questions sandbox isolation reliability for local LLMs with tool access and filesystem mounts. Cites OpenClaw audit revealing message tool vuln bypassing validation to read host files.

Reddit r/LocalLLaMA · 186d ago

CMA Probes Microsoft Business Software

UK's CMA will launch a strategic market status probe into Microsoft's entire business software ecosystem in May, targeting licensing practices that stifle cloud competition. This follows prior cloud investigations where Microsoft inflated Office license prices on rivals.

Computerworld · 186d ago

Apple iOS 18 Patches DarkSword Vulnerability

Apple will push an iOS 18 security update for users not upgraded to iOS 26 to fix the critical DarkSword vulnerability. The patch backports protections from iOS 26 and targets legacy devices previously unpatched.

IT之家 · 186d ago

Kimi Flip-Flops on IPO Plans in 3 Months

Kimi, which vowed not to go public, reportedly reversed its stance within three months. This move underscores the intense valuation pressures on AI companies beyond mere hype.

钛媒体 · 186d ago

AI Mediates Workplace Boss Chats

Workers outsource communications to AI, creating AI-to-AI dialogues via copy-paste; dubbed 'social offloading'. PNAS study shows AI empathy outperforms humans; driven by flat orgs lacking mentorship.

虎嗅 · 186d ago

AI Race Ignores Key Truth

Everyone anxiously chases AI advancements, overlooking a crucial truth. By 2026, AI efficiency will feel like daily April Fool's pranks.

Ifanr (爱范儿) · 186d ago

Funds Surge into Cambricon AI Chips

Intraday main funds net inflow to pharmaceuticals, electronics, and computers, with Cambricon seeing 18.56 billion yuan inflow. Outflows hit non-ferrous metals, defense, and agriculture sectors.

36氪 · 186d ago