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Source channel @githubtrending · Post #14925 · Jul 7

#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5]. https://github.com/humanlayer/12-factor-agents

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Crypto M - Crypto News

@CryptoM · Post #65234 · 04/12/2026, 07:05 AM

🚀 Sign Partner Sarah to Attend Hong Kong Forum on Crypto and Smart Economy Sign partner Sarah is set to participate in the 'Crypto 2026: From Cryptocurrency to Smart Economy' forum in Hong Kong on April 19. According to ChainCatcher, she will join a roundtable discussion at this event, which is organized by ChainCatcher in collaboration with RootData and is part of the Hong Kong Web3 Carnival. Sign is developing a global distribution platform for premium services and assets. Its first product, EthSign, enables users to sign legally binding agreements using public keys, creating verifiable contract consent records on the blockchain. The second product, TokenTable, assists Web3 projects in efficiently executing, tracking, and managing token distribution processes. The forum will focus on the paradigm shift resulting from the deep integration of AI technology and crypto networks, with in-depth discussions on AI Agent economy, smart payments, RWA, and crypto infrastructure. Positioned at the intersection of technological transition and economic restructuring, this forum aims to provide insights into the current state of the industry and offer forward-thinking perspectives on the future of smart economic systems. #Crypto2026#SmartEconomy#Web3#AI#Blockchain#Cryptocurrency#SmartPayments#TokenDistribution#EthSign#TokenTable#CryptoInfrastructure#HongKongForum#AIAgentEconomy#RWA#TechnologicalTransition#EconomicRestructuring#ChainCatcher#RootData#Web3Carnival