Continual Learning in AI Agents - The industry recognizes the gap between AI agents and human learning capabilities, emphasizing the need for agents to continually learn and improve over time [1] - The industry is exploring different methods for AI systems to learn, including weight updates and learning in context using large language models (LLMs) [2] - Reflection over trajectories is emerging as a key theme, allowing agents to update memories, core instructions, and learn new skills [3][4][5] Skill Learning and Implementation - Skill learning involves reflecting over trajectories to learn skills, exemplified by the skill creator skill adapted from Anthropic [8][9] - Deep agent CLI allows specifying environment variables for logging traces, which is useful for reflection [10][11] - The industry is using Langsmith Fetch to grab recent threads from deep agents for reflection and persistent skill creation [12][13] - A practical example demonstrates how an agent can read a JSON file, reflect on its contents, and create a new deep agent skill, showcasing the utility of continual learning [15][16][17] Benefits and Future Directions - Skill learning enables agents to encapsulate standard operating procedures, such as grabbing Langsmith traces, for repeated use [19][20] - Continual learning loop involves agents reflecting on past trajectories to learn facts, memories, skills, and improve instructions [21][22]

Turkey raises the minimum wage for next year by 27%, broadly in line with market expectations https://t.co/gwpMHFpaTM ...

Industry Trend - In 2025, global power centers like Wall Street embraced Ethereum [1] - Ethereum adapted to accommodate these institutions [1]

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Lemon Slice nabs $10.5M from YC and Matrix to build out its digital avatar tech https://t.co/bFpSpPIFp4 ...

Solana Ecosystem Expansion - Sunrise (@Sunrise_DeFi) 开放发行人申请，旨在将资产引入 Solana 网络 [1] - Sunrise 提供流动性、分发和实时市场，为资产在 Solana 上市提供便利 [1] Asset Gateway Model - Sunrise 采用资产网关模型，简化资产在 Solana 上的上市流程 [1]

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Industry Focus - A firm specializing in rating insurers in Florida's troubled market is now under growing scrutiny from lawmakers [1]

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