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Context windows are becoming a computational bottleneck. The longer an agent runs, the more tokens accumulate from retrieved documents, reasoning traces and conversation history, and the more memory and compute that growing context demands. Most existing solutions either degrade model accuracy, require the full context to load before compression begins, or produce memory savings that … Read more

Presented by F5Enterprise AI teams have spent years solving for compute, securing GPU allocations, negotiating cloud capacity, and benchmarking training throughput. The assumption embedded in that work is that the path between storage and compute will keep up. In production, that assumption increasingly does not hold. Real traffic introduces latency spikes, network jitter, and node … Read more

GenAI image generators like Stable Diffusion do not draw a picture pixel by pixel from left to right. They start with noise and iteratively refine the entire image in parallel until it converges, in a process known as diffusion. For years, applying that same principle to text generation had remained out of reach at scale.Standard … Read more

Insider Brief Firgun Ventures has made its first Australian investment by backing Silicon Quantum Computing, expanding its portfolio of early-stage quantum companies and signaling continued investor interest in silicon-based quantum technologies. Silicon Quantum Computing says it can manufacture quantum chips with atomic-scale precision and rapidly design, produce and test new chips through its vertically integrated … Read more

Insider Brief EigenQ has appointed Rika Nakazawa as Chief Growth Officer to lead global growth, partnerships, and market expansion initiatives. Nakazawa previously held leadership roles at NVIDIA, Sony, Accenture, and NTT, and has worked across AI, cybersecurity, and emerging technology sectors. The appointment comes as EigenQ expands its focus on post-quantum cybersecurity, trusted computing infrastructure, … Read more

Insider Brief A new white paper from JIJ Inc., ORCA Computing, bp and the UK’s National Quantum Computing Centre shows that hybrid quantum-classical workflows can address industrially relevant energy scheduling problems and may eventually outperform leading classical optimization methods. The study applied JIJ’s optimization software and ORCA Computing’s photonic quantum hardware to the Unit Commitment … Read more

Insider Brief Australia has increased its investment in Silicon Quantum Computing to AUD$60 million, adding AUD$40 million to an initial AUD$20 million commitment announced in March. The additional funding will support the expansion of SQC’s atomically precise quantum chip manufacturing capabilities, including its proprietary Precision Atom Qubit Manufacturing process. The investment aligns with Australia’s broader … Read more

Training a foundation LLM from scratch costs millions and requires internet-scale data — which is why most enterprises don’t bother. Sapient thinks it has a cheaper path.To overcome this brute-force scaling dogma, researchers at Sapient developed HRM-Text, which replaces standard Transformers with a highly sample-efficient Hierarchical Recurrent Model (HRM), an architecture they first introduced last … Read more

Researchers from the University of California, Berkeley’s Center for Responsible, Decentralized Intelligence (RDI), alongside an advisory committee of over 300 domain experts, have launched Agents’ Last Exam (ALE)—a grueling new benchmark built to measure whether artificial intelligence can actually execute economically valuable, long-horizon professional workflows.In a shocking upset, OpenAI’s GPT-5.5 from April, operating through the … Read more

Enterprise AI teams face a dilemma: The best models today might not be the best models a year from now. MassMutual’s answer is to stop making long-term bets — and build infrastructure that can swap models as the market shifts.“The world of AI today is extremely dynamic,” Sears Merritt, MassMutual CIO, explained in a new … Read more