GitHub Copilot’s new token-based billing spurs dev backlash★ 72
TechCrunch AI16 days agoBusinessTechCrunch reports that GitHub Copilot will move to token-based billing on June 1, replacing a more predictable flat or request-based model. Some developers say their expected monthly costs could jump dramatically, citing examples from about $29 to nearly $750 or $50 to around $3,000. Others argue the worst cases may reflect heavy vibe-coding usage, while critics say Microsoft encouraged that behavior before changing the economics.
Meta is reportedly developing an AI pendant
TechCrunch AI16 days agoHardwareTechCrunch reports that Meta appears to be making bigger bets on AI-powered hardware, including a reportedly developing AI pendant. The article does not provide confirmed product details, features, pricing, release timing, or model information. The main takeaway is a directional signal that Meta may be exploring more wearable AI hardware form factors.
I put Google’s 24/7 AI assistant Gemini Spark to work, and it’s useful
TechCrunch AI16 days agoNew ToolTechCrunch tested Google’s 24/7 AI assistant Gemini Spark and found it genuinely useful for everyday automation. The article highlights tasks such as inbox summaries and local event planning, suggesting Google is pushing Gemini toward a more persistent assistant experience. Still, the author questions why Google chose to make Gemini Spark a separate product instead of folding it into existing Gemini or Google services.
The Groupthink Boom: What 3 Top VCs Really Think About the AI Frenzy
TechCrunch AI16 days agoBusinessTechCrunch examines the AI investment frenzy through the views of three top venture capitalists. One VC joked that a 22-year-old building in AI in San Francisco may already have a seed term sheet, while a 19-year-old might have a Series A offer. The remark highlights intense competition for young AI founders and the risk of groupthink.
How one founder’s bet on ‘the old school web’ is paying off
The Verge AI16 days agoBusinessThe Verge profiles Craig Campbell, a former Meta engineer and experienced founder, who chose not to chase AI startup money. After selling his previous e-commerce tool venture in 2022, he instead built a website. The piece frames his decision as a business story about whether the old-school web can still work in the AI and Google Zero era.
The SpaceX IPO is great for Elon Musk and terrible for you
The Verge AI16 days agoCommentaryThe Verge’s commentary compares Elon Musk’s SpaceX IPO filing to the much-mocked WeWork IPO document. The author says WeWork was a joke, but SpaceX is framed as a more serious threat because ordinary investors could become the “bagholders.” Based on the provided excerpt, the piece is a sharp critique of IPO hype, banker incentives, and risk transfer to public-market buyers.
NVIDIA, Arm and Microsoft Tease a New Era of PC Ahead of GTC Taipei
INSIDE 硬塞 AI16 days agoHardwareNVIDIA, Arm and Microsoft posted coordinated teasers around “A new era of PC,” tied to mysterious coordinates pointing to Taipei. The report frames the move as a pre-COMPUTEX push, with NVIDIA’s rumored N1X Arm chip expected to appear at GTC Taipei. Still, skepticism remains around delays, high pricing, and backlash against overused AI PC messaging.
[AINews] Founders and Forward Deployed Engineers
Latent Space16 days agoCommentaryLatent Space’s AINews notes that it was a quiet AI news day, so the issue highlights new AIE WF focuses. The title points to founders and forward-deployed engineers as the central theme. The available text does not name specific companies, models, tools, launches, papers, or benchmarks, so the takeaway should remain conservative and contextual.
MCP is dead?
Hacker News (AI keywords)16 days agoOpinionQuandri measured MCP tool schemas in its Claude Code setup and found significant context overhead across Linear, Notion, Slack, and Postgres. The post argues MCP can be slower, less reliable, and harder to debug than direct CLI/API usage. It recommends CLI-first workflows and on-demand Skills, while noting MCP still fits services without CLIs, non-developer users, bidirectional communication, and guarded production database access.
What happens when companies become too AI-pilled?
TechCrunch AI16 days agoCommentaryTechCrunch discusses the danger of companies becoming overly convinced that AI can replace human roles. Box founder Aaron Levie argues that the people making those decisions often understand the jobs least, calling it a form of “AI psychosis.” The piece cites ClickUp cutting 22% of its workforce for AI agents and notes that 2026 tech layoffs are already nearly matching all of 2025.
Tech companies desperately want to film you doing chores
The Verge AI16 days agoEthicsThe Verge reports that AI training startup Shift is offering to clean New Yorkers’ homes for free, with plans to expand to cities including London. The catch is that Shift wants footage of people doing chores and cleaning at home. The story highlights how tech companies are seeking real-world household data for AI and robotics training, raising questions about privacy and consent in domestic spaces.
After Nvidia’s $20B not-aqui-hire, AI chip startup Groq reportedly raising $650M
TechCrunch AI16 days agoHardwareTechCrunch cites Axios reporting that AI chipmaker Groq is seeking $650 million in internal funding. The company is reportedly pivoting from hardware toward AI inference, the stage focused on how models respond to prompts. The report comes after Nvidia’s $20 billion not-aqui-hire, underscoring continued investor attention around AI compute and inference infrastructure.
Startup offers free home cleaning if it can record it all for robot training
Ars Technica AI17 days agoBusinessAI training startup Shift is offering free home cleanings while workers wear head-mounted cameras that record household chores. The footage is intended to become training data for domestic robots and related AI systems. The model highlights rising demand for real-world robotics data, while raising privacy questions about recording inside homes.
Cognition’s Scott Wu says AI coding agents shouldn’t replace humans
TechCrunch AI17 days agoCommentaryCognition makes Devin, described by TechCrunch as the first and arguably most successful AI coding agent. Scott Wu says the product is not meant to supplant human programmers. The key takeaway is a positioning statement: AI coding agents are being framed as tools for software work, not as a direct removal of humans from development.
CAPTCHAs can still detect AI agents★ 72
Hacker News (AI keywords)17 days agoPaperRoundtable argues that CAPTCHA image recognition is largely solved, but process-level behavior still separates humans from AI agents. Their CogCAPTCHA30 benchmark combines CAPTCHA with cognitive psychology tasks to test not only outputs, but how answers are produced. Results suggest frontier models like Claude, GPT, and Gemini are not necessarily more humanlike than smaller or cognition-trained models.
Today is the Last Day to Apply to Speak at TechCrunch Disrupt 2026
TechCrunch AI17 days agoBusinessTechCrunch published a brief reminder that applications to speak at TechCrunch Disrupt 2026 close today. Interested applicants must submit a session topic before the end of the day to be considered. The post frames the opportunity as a way to share industry insight and contribute to the conversations shaping the tech sector.
Final 24 hours to save up to $410 on your TechCrunch Disrupt 2026 ticket
TechCrunch AI17 days agoBusinessTechCrunch is reminding readers that Early Bird pricing for TechCrunch Disrupt 2026 is available until 11:59 p.m. PT tonight. The article says ticket prices will rise afterward and highlights potential savings of up to $410. It promotes the October event as a gathering of more than 10,000 tech leaders, but does not include AI product, model, research, or tooling news.
Does your CEO have AI psychosis? Aaron Levie thinks most of them do.
TechCrunch AI17 days agoCommentaryBox founder Aaron Levie calls some executive thinking around AI replacement “AI psychosis.” He argues that the people deciding AI can replace workers are often the least likely to understand what those jobs truly involve. The article frames this against ClickUp cutting 22% of staff for AI agents and 2026 tech layoffs nearly matching all of 2025.
Jony Ive’s Funky Ferrari
The Verge AI17 days agoHardwareThe Vergecast discusses Ferrari Luce, Ferrari’s first electric vehicle and one of the year’s more surprising car debuts. The piece notes that most people will never own or even sit in one, but its unusual, distinctly un-Ferrari look makes it notable. Jony Ive’s involvement adds another layer of interest around design, technology, and luxury hardware.
Xcena raises $135M betting AI’s bottleneck is memory, not compute
TechCrunch AI17 days agoHardwareSouth Korean chip startup Xcena raised a $135 million Series B at a $570 million valuation, bringing total funding to $185 million. The company argues AI inference is increasingly constrained by memory movement, not just GPU compute. Its prototype MX1 chip uses CXL to process data closer to DRAM, with Samsung foundry mass production planned by late 2026 and revenue targeted for 2027.
This AI startup will clean your home for free to train future robots
The Verge AI17 days agoBusinessAI training startup Shift is offering to clean homes for free, with a significant condition: it records cleaners at work. The footage captures tasks like scrubbing, vacuuming, dusting, tidying, and washing. Shift says the material will be used to train future robots, raising clear questions about data collection inside private homes.
Short Drama Ads Arrive: The Trade Desk Partners with DramaBox
INSIDE 硬塞 AI17 days agoBusinessThe Trade Desk sees short drama advertising as a data-backed opportunity, citing forecasts that the global short drama app market outside China could reach $3 billion in 2025. Its partnership with DramaBox brings vertical short drama inventory into programmatic advertising. The goal is to capture fragmented attention, expand the attention spectrum, and help brands treat emerging content traffic as measurable media within omnichannel strategies.
Waymo Is Too Costly, Uber Too Slow: Fatal Flaws in Two Robotaxi Models
INSIDE 硬塞 AI17 days agoBusinessThe article contrasts two robotaxi commercialization strategies. Waymo controls technology and distribution through vertical integration, gaining tighter control but facing high costs. Uber relies on partnerships and its ride-hailing platform, keeping a lighter model but risking slower execution and less control. The broader question is whether value in autonomous mobility will accrue to core technology owners or demand-distribution platforms.
Snowflake and AWS Expand AI Infrastructure Bet to $6B Over Five Years★ 72
INSIDE 硬塞 AI17 days agoBusinessSnowflake reported stronger-than-expected results and raised its annual product revenue forecast as enterprise demand grows. The company signed a five-year, $6 billion AI infrastructure agreement with AWS, expanding a previously smaller commitment. It also acquired Natoma to strengthen AI agent governance, positioning itself as a core enterprise AI platform.
Function invocations now billed per unit
Vercel Changelog17 days agoBusinessVercel announced a billing change titled “Function invocations now billed per unit.” Without the full changelog text, the confirmed takeaway is limited to the billing basis for function invocations. Teams using Vercel Functions should review invocation-heavy APIs, background jobs, webhooks, polling, and AI workflows, but should not assume exact pricing or plan impact without checking the official billing details.
Real-Time LLM Inference on Standard GPUs at 3k Tokens/s per Request
Hacker News (AI keywords)17 days agoBenchmarkThe post’s title indicates a performance claim for real-time LLM inference on standard GPUs, reporting 3,000 tokens per second per request. No article body is available, so the underlying model, GPU type, batch size, latency profile, precision, serving stack, and benchmark method are not stated. The item is best treated as an inference-performance benchmark claim rather than a verified deployment guide.
Is Your Data in Taiwan? Cross-Border Transfer Risks in Asia-Pacific Data Deployment
INSIDE 硬塞 AI17 days agoCommentaryUsing the Grab acquisition debate as context, the article says offshore data storage is now normal for digital services. The real issue is not whether data stays in Taiwan, but whether the storage jurisdiction has strong legal protections, oversight, and remedies. Singapore is presented as a case worth examining for Asia-Pacific data deployment and cross-border transfer risk assessment.
Jensen Huang Hosts Taiwan Supply Chain Dinner, Says TSMC Leads Huawei by 10 Years
INSIDE 硬塞 AI17 days agoBusinessNVIDIA CEO Jensen Huang hosted key Taiwanese supply chain partners, with senior leaders from TSMC, Foxconn, and Quanta attending the high-profile dinner. The report frames the event as a signal of Taiwan’s central role in AI hardware, from advanced chips to manufacturing and servers. Huang also said TSMC leads Huawei by 10 years, underscoring the strategic weight of semiconductor capability.
Chinese Sodium-Ion Battery Passes German Test, Matches Tesla Lithium Performance
INSIDE 硬塞 AI17 days agoHardwareA German independent study has reportedly completed the first full third-party evaluation of China’s Hina sodium-ion battery. The test found strong cell uniformity and multiple performance metrics comparable to advanced lithium batteries, with the report benchmarking it against Tesla-level lithium performance. The key takeaway is external verification: the findings provide checkable data for assessing China’s sodium-ion battery progress.
Protecting against inference theft
Vercel Changelog17 days agoCommentaryOnly the title is available, so specific Vercel product changes or implementation steps cannot be confirmed. The topic appears to focus on protecting AI inference resources from unauthorized access, abuse, or cost-draining traffic. For teams deploying AI apps, the practical takeaway is to treat inference endpoints as high-value backend assets requiring access control, monitoring, and abuse prevention.