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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 #65265 · 04/12/2026, 12:44 PM

🚀 Paradigm CEO Highlights Gen Z's Impact on Crypto Innovation Paradigm, a crypto investment firm managing approximately $12 billion, is led by co-founder and CEO Matt Huang. According to Odaily, Huang acknowledges that while Gen Z employees can sometimes create chaos, their creativity and technological breakthroughs are impressive. He remains committed to investing in young talent, citing the example of Charlie Noyes, who joined Paradigm at 19 after dropping out of MIT. Noyes played a crucial role in MEV research and Flashbots investment, contributing significantly to the Ethereum ecosystem. Huang likens the Paradigm team to running an 'X-Men Academy,' noting that despite the unpredictability of young employees, their technical skills and innovation often surpass those of traditional professionals. #GenZ#CryptoInnovation#Paradigm#MattHuang#Ethereum#MEV#Flashbots#Investment#YoungTalent#TechBreakthroughs#XMenAcademy#ETH