#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
Logitech MX Master 3S — zamonaviy texnologiya va ergonomikaning uyg‘unlashgan cho‘qqisi bo‘lib, RTINGS sinovlarida universal eng yaxshi sichqoncha sifatida e’tirof etilgan.
Uning o‘ziga xos ergonomik dizayni, gorizontal va vertikal g‘ildiraklari hamda gesture-tugmalari bir necha funksiyalarni bir harakat bilan boshqarish imkonini beradi.
4K ekranlar uchun yuqori aniqlikdagi sensor moslashuvi bilan jihozlangani esa bu sichqonni professionallar uchun ayni muddao qiladi.
Bu reklama emas, shunchaki sichqonchani yaxshisini tavsiya qilyapman, o'yin uchun esa Razer Viper V3 Pro eng zo'ri.
Siz qanaqa markadagi sichqoncha ishlatasiz?
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🐭Mouse Hunter :16 Jul
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🐭Mouse Hunter :14 Jul
💡 Position :15-10-8-1
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🐭Mouse Hunter :13 Jul
💡 Position :10-9-3-13
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🐭Mouse Hunter :03 Jul
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🐭Mouse Hunter :02 Jul
💡 Position :4-10-8-6
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🐭Mouse Hunter :30 Jun
💡 Position :6-11-2-7
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🐭Mouse Hunter :28 Jun
💡 Position :5-4-6-3
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🐭Mouse Hunter :24 Jun
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🐭Mouse Hunter :23 Jun
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