Report: OpenAI to Cut Partner Revenue Share to ~8% as Microsoft Deal Is Renegotiated
Reuters reports that OpenAI is projecting it will share roughly 8% of its revenue with commercial partners (notably Microsoft) by the end of the decade, down from the current ~20% â a change that could free up tens of billions of dollars of additional revenue for OpenAI. The article says the companies are also negotiating how much OpenAI will pay Microsoft to rent servers, and notes the firms signed a nonâbinding memorandum of understanding to revise their partnership terms. Why it matters: this marks a major commercial reâbalancing between two of the AI industry's biggest players, with implications for OpenAIâs path to raise capital or pursue an IPO, Microsoftâs cloud/AI business economics, and broader competition for cloud compute and model access.
Light-powered silicon photonic chip slashes AI energy for convolution ops (â10â100Ă)
Researchers at the University of Florida published a study (reported via SPIE/ScienceDaily) describing a silicon photonic chip that uses etched microscopic Fresnel lenses and laser light to perform convolution operations â a core, energyâhungry building block of many ML models. The prototype achieves nearâzero energy convolution with classification accuracy comparable to conventional chips (â98% on handwritten digits) and can process multiple wavelengths in parallel (wavelength multiplexing). Why it matters: this is a concrete, experimentally demonstrated hardware advance toward onâchip optical computation for ML, offering a potential pathway to drastically reduce the electricity footprint of training/inference pipelines and to enable new highâthroughput, lowâlatency AI accelerators. Impact: if the approach scales (fabrication, integration with existing electronics, and generalization to larger, realâworld models), it could shift part of the hardware roadmap for AI accelerators and relieve growing dataâcenter energy pressure.
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ScienceDaily (reporting SPIE / University of Florida research)
EU Joint Research Centre: 'Nine challenges' taxonomy warns limits of current AI benchmarking
The European Commissionâs Joint Research Centre (AI Watch) published a metaâreview (to be presented at AIES 2025) identifying nine major problems in current AI benchmarking practice â from weak construct validity and rapid obsolescence to commercial incentives that encourage âSOTAâchasingâ and gaming. The paper recommends clearer task definitions, transparency, dynamic benchmarks that track model drift, and assessments that measure errors and harms alongside performance. Why it matters: as frontier models rapidly outpace static tests, regulators, researchers and purchasers need more robust, policyâready evaluation methods to accurately assess capabilities and risks. Impact: the taxonomy and recommendations are likely to influence how academic benchmarks are designed, how procurement/regulatory bodies evaluate models, and how conferences and workshops approach benchmark reliability and update cycles.
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European Commission â AI Watch / Joint Research Centre
Perplexity reportedly closes $200M at a $20B valuation as AI search funding streak continues
Perplexity â the conversational AI search startup behind the Comet browser â is reported to have secured about $200 million in fresh funding that values the company near $20 billion. The raise (reported by multiple outlets and summarized here from TechCrunch's coverage) underscores continued investor appetite for AI search players and gives Perplexity more firepower to scale product development, expand its API and browser ambitions, and compete with incumbents like Google and OpenAI. For the industry, the round highlights how lateâstage capital is still flowing to AI-native consumer search and browser plays, and it may accelerate consolidation and further aggressive moves (partnerships, acquisitions or product bundling) in the AI search space.
UK and US to sign multibillionâdollar tech pact â AI and dataâcentre investments in focus during state visit
Governments in the UK and US are set to sign a major technology agreement tied to AI, semiconductors and telecoms during President Trumpâs state visit, Reuters reports. The package is expected to include multibillionâdollar commitments to build AI infrastructure (including new data centres) and strategic investment â with reports that firms such as Nvidia and OpenAI figures will be involved and that investors like BlackRock may put in roughly $700 million for UK dataâcentre capacity. The deal signals deeper transatlantic coordination on sovereign AI compute and supplyâchain resilience, and it could accelerate infrastructure investments that shape where large model training and cloud AI services are hosted â with implications for regulation, national security reviews and vendor partnerships.
Coursera unveils Role Play, Course Builder for partners and new Skill Tracks to teach GenAI and coding skills
At Coursera Connect (Sept 9, 2025) Coursera rolled out a set of AI-powered learning and authoring tools aimed at making AI and coding training faster and more measurable. New features include Role Play â interactive AI personas for practicing soft and job-specific skills â an expanded Course Builder (GenAI authoring tools) for education partners, AI-graded questions and peer review, and four Skill Tracks (GenAI, Software & Product, IT, Data) that map verified learning paths to employer needs. Why it matters: these product moves make it easier for organizations and instructors to create scalable, assessmentâbacked AI/coding curricula and help learners gain verified, jobâaligned skills more quickly.
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Coursera Blog
Windows 11 testing expands Copilot Studio Effects to external webcams and adds handy Copilot UI upgrades
Microsoft has started testing Windows Studio Effects on Copilot+ PCs for external USB and docked webcams (rolling out in preview builds), plus other Copilot improvements like an 'Ask Copilot' button in File Explorer and onâdevice 'fluid voice' dictation. Why it matters: the updates make builtâin AI camera enhancements and Copilot file/query features usable in more realistic developer/remoteâwork setups, improving productivity and accessibility for creators and developers working with multiple monitors and external peripherals.
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Windows Central