#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
REDMI K90 Max - China - OS3.0.308.0.WAACNXM (Android 16)
📆2026/04/23 #release📱#prague
📥Recovery ROM
📝Changelog:
[System]
Updated the security patch to August 2025. Increased system security.
🔗@xiaomiui | @miui_download | @hyperosfirmware | MemeOS Updates | XimiTime
REDMI K90 Max - China - OS3.0.304.0.WAACNXM (Android 16)
📆2026/04/21 #release📱#prague
📥Recovery ROM
📝Changelog:
[System]
Updated the security patch to August 2025. Increased system security.
🔗@xiaomiui | @miui_download | @hyperosfirmware | MemeOS Updates | XimiTime
Prague city center illuminated by light show
Prague’s landmark monuments were illuminated by light and laser show for the Signal Festival.
#SignalFestival#Prague#News#Reuters
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