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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 #64457 · 04/09/2026, 01:01 AM

🚀 CZ's Five-Year Vision: Crypto Becomes Ambient Finance Speaking on The Wolf of All Streets Podcast, Binance co-founder Changpeng Zhao (CZ) said he expects crypto to become invisible infrastructure within five years — used universally without being discussed as a distinct technology, in the same way the internet's underlying protocols are no longer part of everyday conversation. He said AI agents will be substantial users of crypto, and that the growing demand for global commerce applications requiring cross-border payments will further accelerate blockchain adoption. CZ also described his post-Binance identity as that of a mentor and coach to other founders, and said he is "actually quite lucky and quite happy to have been forced to step down," framing the transition as creating space for others to grow. He said he wants to dedicate his energy to helping the next generation of founders. #CZ#Binance#crypto#blockchain#AI#crossborderpayments#globalcommerce#ambientfinance#mentor#founders#leadership#BNB