AI is being trusted with more work. This week's WiAI found the same design rule in VALUE, court filings, chip design, ChatGPT ads and small-business admin: "keep the final check outside the model".
Article: linkedin.com/pulse/wiai-give…
#AIAgents #AI #AIMarketing

ALT Abstract architectural photograph of repeating concrete structures forming a sequence of narrow thresholds, with bands of light crossing the floor. The layered barriers echo the article’s theme that AI can move work forward, but consequential actions should pass through independent checks before execution. Image credit: Unsplash
GitHub says more than 40% of September's pull requests started as an agent's first draft, up from 17% in March. The bottleneck in most teams is about to be code review.
#GitHub #AIAgents #SoftwareEngineering
Nscale wants a $30bn IPO valuation and investors are countering at $16bn to $19bn, Bloomberg reports. With $140.6m of first-half revenue and a $1.02bn loss, much of the case rests on one $44.6bn Anthropic contract.
#Nscale #AIInfrastructure
Google Cloud revenue doubled to $30.7bn and Alphabet shares still fell 7%. Investors are looking past the growth to the bill, with 2027 capex guided above $300bn.
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#Alphabet #AIInfrastructure
Anthropic now shows Claude Enterprise admins reports on what teams produce, plus pooled budgets with alerts at 50%, 75%, 95% and 100%. AI vendors are being asked to prove their value in the customer's own spreadsheet.
#Anthropic #EnterpriseAI
An xAI subsidiary is offering to buy homes in Southaven, Mississippi, if owners agree not to join a lawsuit over data centre noise. Eighteen have agreed to sell. Buying out the neighbours is now part of the cost of AI compute.
#xAI #DataCentres
US computer science enrolment fell 12.4% at four-year colleges this autumn, and graduate programmes are down 27.1% over two years. Students are reading the junior job market faster than universities are.
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#AIJobs #ComputerScience
Kodiak has its first binding deal for driverless trucks on public highways: 75 trucks for DTL Transport from 2028, charged by the mile. Driverless freight now has a per-mile price carriers can compare with what they pay drivers.
#Kodiak #AutonomousTrucks
Microsoft booked $10bn of revenue from OpenAI in one quarter, nearly 11% of its $92.3bn total, with another $7.2bn still owed. Its biggest AI customer is also one of its biggest debtors.
#Microsoft #OpenAI
Google's Gemini 4 Carbon tops the Artificial Analysis index at 59, and you can't use it yet. Vetted cyber defenders get it first while US pre-release testing runs. A lab rationing its best model tells you more than any benchmark.
#Gemini #CyberSecurity
Single-image posts lost 46% of their Instagram engagement in a year. Your shoot folder already holds the alternative: detail crops, scale shots, colourways. Let AI sort and sequence those instead of inventing new scenes.
Blog: asteris.ai/blog/instagram/ge…
#Ecommerce #InstagramTips
US officials concluded a Megaspeed executive close to Jensen Huang was a Chinese intelligence asset, the NYT reports. Trump was briefed about a year ago. Huang, who runs the company Washington most wants to keep from China, was never formally warned.
#Nvidia #ExportControls
Nvidia joined a $14M round for Simplismart, a Bengaluru inference platform now valued around $100M. Serving models cheaply is where the daily AI bill gets paid.
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#AIInfrastructure #Inference
Former Meta AI director Rohit Patel has launched Ndoc, an AI-native workspace aimed at Office and Google Workspace. His bet is interesting: do not bolt AI onto old file formats, make the work itself inspectable and AI-native.
#MetaAI #Productivity #AI
Intel and Oracle are expanding their OCI partnership around Xeon CPUs for inference and agent orchestration. GPUs get the headlines, but agents still need conventional compute to move data, run applications and coordinate actions.
#Intel #Oracle #AIInfrastructure
Argentum AI is reportedly seeking $5bn to finance chips for its Poland data centre. AI compute demand is rising while lenders are getting pickier about which neocloud balance sheets they fund.
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#AIInfrastructure #Neocloud #AI
Harmonic has expanded Aristotle from maths proofs into verifying C software and Verilog chip designs. DIII-D says it rebuilt part of reactor-control software in four hours from one paper and a 254-word prompt.
#Harmonic #FormalVerification #AI
Firefox's Smart Window can now fill forms using tabs a user explicitly selects, then show suggestions for review. That permission model is worth watching: useful browser agents do not need silent access to everything you have open.
#Firefox #AIBrowsers #Privacy
Physical Intelligence is reportedly discussing a $1bn-plus raise at about a $20bn valuation despite having no current revenue. Investors are pricing the possibility that one model layer can work across many kinds of robots.
#Robotics #PhysicalAI #VentureCapital
