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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 #65090 · 04/11/2026, 12:14 AM

🚀 Crypto Startups Secure $76 Million in Funding in Early Q2 2026 DefiLlama data reveals that crypto startups raised $76 million in the first week of the second quarter of 2026. According to Odaily, the total funding for the year has approached $500 million. Key funding rounds this week include: Pharos secured $44 million in a Series A round with participation from SNZ Holding, Chainlink, and Flow Traders. The company focuses on building a high-performance Layer 1 blockchain compatible with Ethereum applications, emphasizing RWA and decentralized infrastructure networks. Oh raised $7.5 million in a Series A round led by Maven 11, with contributions from L1 Digital, Hashed, Auros Global, and Maelstrom. The project aims to develop a Web3 AI platform offering decentralized AI service tools like OhChat. Kulipa completed a $6.2 million seed round led by Flourish Ventures and 1kx, with participation from White Star Capital and Fabric Ventures. The company provides branded payment cards for crypto wallets, enabling the conversion of digital assets to traditional currency at checkout. #CryptoStartups#Funding#Q22026#Pharos#SeriesA#Blockchain#Layer1#Ethereum#Oh#Web3#AI#DecentralizedAI#Kulipa#SeedRound#PaymentCards#CryptoWallets#DigitalAssets#TraditionalCurrency