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Source channel @githubtrending · Post #14925 · Jul 7

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#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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@kejiland00 · Post #467 · 04/10/2026, 05:51 AM

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TG的内置VPN，无需使用代理软件或者vpn软件即可访问Telegram 内置VPN的优势： 速度快，不容易封号，省资源，无需担心审查问题，非常安全 TG内置VPN: HK香港节点 https://t.me/socks?server=47.243.171.33&port=1080&user=9&pass=9 https://t.me/socks?server=47.243.18.82&port=1080&user=888&pass=888 https://t.me/socks?server=47.76.149.228&port=1080&user=888&pass=888 https://t.me/socks?server=8.210.179.43&port=1080&user=888&pass=888 https://t.me/socks?server=47.243.55.157&port=1080&user=9&pass=9 https://t.me/socks?server=8.210.206.249&port=1080&user=9&pass=9 https://t.me/socks?server=47.86.232.226&port=1080&user=123456&pass=123456 频道 @clashvpnn #tg内置代理#内置vpn#mtproto#socks5#tgvpn#免费vpn

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#tg内置代理#内置vpn#mtproto#socks5#tgvpn#免费vpn
v2ray/clash免费节点/tg内置vpn

@clashvpnn · Post #82 · 04/23/2026, 04:34 PM

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telegram内置vpn 内置代理 某些代理如果无法连通，请关闭你的vpn再尝试重连 https://t.me/socks?server=47.242.42.95&port=1080&user=9&pass=9 https://t.me/socks?server=47.76.149.228&port=1080&user=888&pass=888 https://t.me/socks?server=47.237.102.12&port=1080&user=555&pass=555 https://t.me/socks?server=47.243.18.82&port=1080&user=888&pass=888 https://t.me/socks?server=8.210.179.43&port=1080&user=888&pass=888 https://t.me/socks?server=8.210.206.249&port=1080&user=9&pass=9 https://t.me/socks?server=47.86.232.226&port=1080&user=123456&pass=123456 https://t.me/socks?server=47.243.55.157&port=1080&user=9&pass=9 https://t.me/socks?server=206.123.156.176&port=8620 https://t.me/socks?server=47.243.20.141&port=1080&user=9&pass=9 https://t.me/socks?server=47.243.171.33&port=1080&user=9&pass=9 频道 @clashvpnn #tg内置代理#内置vpn#mtproto#socks5#tgvpn#免费vpn

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#tg内置代理#内置vpn#mtproto#socks5#tgvpn#免费vpn
v2ray/clash免费节点/tg内置vpn

@clashvpnn · Post #36 · 04/12/2026, 02:05 AM

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telegram内置vpn 内置代理 某些代理如果无法连通，请关闭你的vpn再尝试重连 https://t.me/socks?server=47.242.42.95&port=1080&user=9&pass=9 https://t.me/socks?server=47.76.149.228&port=1080&user=888&pass=888 https://t.me/socks?server=47.237.102.12&port=1080&user=555&pass=555 https://t.me/socks?server=47.243.18.82&port=1080&user=888&pass=888 https://t.me/socks?server=8.210.179.43&port=1080&user=888&pass=888 https://t.me/socks?server=8.210.206.249&port=1080&user=9&pass=9 https://t.me/socks?server=47.86.232.226&port=1080&user=123456&pass=123456 https://t.me/socks?server=47.243.55.157&port=1080&user=9&pass=9 https://t.me/socks?server=206.123.156.176&port=8620 https://t.me/socks?server=47.243.20.141&port=1080&user=9&pass=9 https://t.me/socks?server=47.243.171.33&port=1080&user=9&pass=9 频道 @clashvpnn #tg内置代理#内置vpn#mtproto#socks5#tgvpn#免费vpn

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#tg内置代理#内置vpn#mtproto#socks5#tgvpn#免费vpn
v2ray/clash免费节点/tg内置vpn

@clashvpnn · Post #18 · 04/09/2026, 10:00 AM

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TG的内置VPN，无需使用代理软件或者vpn软件即可访问Telegram 内置VPN的优势： 速度快，不容易封号，省资源，无需担心审查问题，非常安全 TG内置VPN: HK香港节点 https://t.me/socks?server=47.243.171.33&port=1080&user=9&pass=9 https://t.me/socks?server=47.243.18.82&port=1080&user=888&pass=888 https://t.me/socks?server=47.76.149.228&port=1080&user=888&pass=888 https://t.me/socks?server=8.210.179.43&port=1080&user=888&pass=888 https://t.me/socks?server=47.243.55.157&port=1080&user=9&pass=9 https://t.me/socks?server=8.210.206.249&port=1080&user=9&pass=9 https://t.me/socks?server=47.86.232.226&port=1080&user=123456&pass=123456 频道 @clashvpnn #tg内置代理#内置vpn#mtproto#socks5#tgvpn#免费vpn

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#tg内置代理#内置vpn#mtproto#socks5#tgvpn#免费vpn