#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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#typescript#agent#ai#aiagent#aiimage#aiimagegenerator#aitool#aitools#canva#comfyui#flux#stable_diffusion
Jaaz.app is a free, open-source creative tool like Canva that works locally on your computer, keeping your data private. It lets you create images and videos quickly using AI by simply sketching or describing what you want, without needing to write complex prompts. You can plan scenes on an unlimited canvas, collaborate in real time, and use smart AI agents to add objects or styles. It supports offline use and works on Windows and Mac. This means you get powerful, privacy-focused design and video creation without relying on the internet or risking your data security.
https://github.com/11cafe/jaaz