Topic: #research
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Google's WikiSkill framework boosts AI agent performance across five benchmarks
Google Research introduced WikiSkill, a framework that enables AI agents to learn from experience and retain knowledge across iterations using a persistent wiki-style knowledge base, achieving average performance gains of 12.0 points across five distinct benchmarks.
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Solana traders raise $150K for 64-year marmot study after NSF cuts
An independent group of Solana crypto traders created a meme coin to fund a 64-year-old wildlife study in Colorado after the National Science Foundation declined the research team's funding request. The effort raised more than $150,000 for the yellow-bellied marmot project.
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Hazync achieves 27ms Bitcoin block verification with zero-knowledge proofs
Hazync's developer reported millisecond-speed verification of Bitcoin's first 1,789 blocks using a zero-knowledge proof system, though completing a genesis-to-tip proof campaign remains unfinished and would demand substantial computational resources.
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USENIX study identifies 65,340 risky crypto addresses with $574.8M in losses
Researchers at USENIX Security '26 identified 65,340 risky addresses across Ethereum and BNB Smart Chain, with $574.8 million in associated losses. Two active attack vectors account for $15.7 million of the total.
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Microsoft reveals GitHub Copilot infrastructure gaps in 13.5M sessions
Microsoft Azure Research and the University of Illinois Urbana-Champaign analyzed 13.5 million Copilot sessions spanning one week in June 2026, identifying critical inefficiencies in KV-cache reuse, retry cascades, and idle time that challenge current AI infrastructure assumptions.
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Solana bot cluster shows 3x profit edge via HumidiFi protocol, ASE study finds
An ASE 2026-accepted paper examining 200 addresses from two Solana bot services found that a 12-address cluster routed through HumidiFi with a 62.3% positive return rate versus 21.01% for other transactions in the group—but researchers stressed correlation, not causation.
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Microsoft's Topological Qubit Claims Challenged in Nature Critique
A University of St Andrews researcher published a formal critique in Nature arguing Microsoft has not demonstrated the topological qubit underlying its Majorana 2 quantum chip, citing experimental noise and unpublished data concerns.
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MIT researchers develop self-revising AI framework for autonomous scientific discovery
MIT researchers Fiona Y. Wang and Markus J. Buehler published a mathematical framework enabling AI systems to autonomously revise their reasoning structures and adapt discovery strategies, marking a shift from heuristic-based agentic AI toward rigorous, formally validated self-evolution.
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Claude Opus 4.7 Matches Dedicated NMR Software in Chemistry Spectroscopy
Anthropic's Claude Opus 4.7 matched or exceeded specialized chemistry software in nuclear magnetic resonance analysis without domain-specific fine-tuning, potentially reducing reliance on proprietary tools for molecular structure prediction.