“Empirical experiments demonstrate that CTHA is effective for complex task execution at scale, offering 47% reduction in failure cascades, 2.3x improvement in sample efficiency, and superior scalability compared to unconstrained hierarchical baselines.”

“The new tool uses third-party AI models from companies including OpenAI Group PBC, Google LLC and Anthropic PBC to extract valuable insights embedded in documents such as invoices and contracts to enhance […]”

“The authors propose a simple fix: reweight each regression step using an estimate of the stationary density ratio, thereby aligning FQE with the norm in which the Bellman operator contracts.”

“treating structured schemas as non-negotiable governance contracts rather than optional output formats”

“Raven uncovers six new invariant categories absent from existing invariant catalogs, including feature toggles, replay prevention, proof/signature verification, counters, caller-provided slippage thresholds, and allow/ban/bot lists.”

“YulToolkit detects the known vulnerabilities (producing a violation-triggering trace), and after applying fixes, reports no further violations within bounds.”

“Software purchases are evolving into living partnerships built on shared data and trust.”

“The article's context provides information on the pricing of options, specifically for wrapped Bitcoin and Ethereum on-chain.”

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“BugSweeper utilizes Graph Neural Networks for function-level detection of vulnerabilities.”

“The article likely discusses the specifics of the blockchain implementation (e.g., consensus mechanism, smart contracts) and the federated learning architecture (e.g., aggregation strategies, model updates). It would also probably address the challenges of operating in a space environment.”

“The research is based on EVM opcode based features.”

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“The paper focuses on controlled generation of image captioning models under strict API contracts.”

“The article likely details the specific AI agents used, the types of exploits found, and potentially the methods used by the AI to identify these vulnerabilities. It would be interesting to know the success rate and the limitations of these AI agents.”

“The research likely focuses on the use of an LLM to automatically scan smart contracts for potential bugs and security vulnerabilities.”

“From drafting contracts to uncovering insights in customer data, the team saves time, cuts costs, and turns ideas into growth.”

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“Rivet is a game-changer.”

“The service offers H100 compute at under $2/hr, designed for bursty training runs, and eliminates the need for long-term commitments.”

“Sergey Nazarov, Co-Founder of Chainlink, discusses decentralized oracle networks and smart contracts.”