Research-Grade EdgeBench Analysis: AI Agent Benchmarking, Leaderboard Analytics, Scaling Laws, and Evaluation Metrics

In this tutorial, we explore EdgeBench as a practical benchmark for evaluating advanced AI agents across diverse task categories, runtime environments, and interaction-time budgets. We begin by downloading the dataset snapshot from Hugging Face, parsing the released task specifications, and examining the benchmark taxonomy, execution settings, internet requirements, judging logic, and scoring metadata. We then…

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SoundCloud acquires decentralized music platform Nina Protocol months after its shutdown

SoundCloud announced Wednesday that it has acquired Nina Protocol, a decentralized music platform that enabled independent artists to sell music directly to fans while keeping 100% of their revenue. The financial terms of the deal weren’t disclosed. It’s also unclear whether any members of Nina’s team will join SoundCloud. The company has not yet responded…

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Menlo Ventures’ Matt Murphy explains why Anthropic is winning (and it’s not the model)

Anthropic leaped to a $47 billion revenue run rate by May, compared to $9 billion in 2025. It’s the kind of growth that Menlo Ventures’ Matt Murphy says he’s never seen in 25 years of investing, not in the internet wave, not in mobile, not in the first cloud boom. Menlo led Anthropic’s $500M Series D, and Murphy has had a front-row seat as the company went from a pre-revenue,…

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Arcee, a US open source AI lab, says Chinese models are not inherently dangerous

As Chinese open-weight AI models grow in capability and popularity, arguments about what should be done about them have once again reached a fever pitch. There’s talk that the Trump administration might try to ban them (though it hasn’t yet acted on the idea). Meanwhile, proprietary model makers, particularly OpenAI and Anthropic, appear increasingly concerned…

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Cascade raises $3.5M to help construction firms find and win projects

Cascade, a startup building a platform to help architecture, engineering, and construction firms find and win projects, has raised a $3.5 million seed round from Andreessen Horowitz Speedrun, Ada Ventures, and Snowball VC. Launched in 2025, Cascade is a result of its founders, Hannia Zia and Joana Ferreira, witnessing first-hand the difficulty construction businesses face…

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