#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
Curated Crypto | ꘜ
🤑WTF: ETH options open interest just hit a 1.5-year high!
Degens are loading up on longs, while whales are stacking ETH at all-time record pace!
But hedge funds are going mega short - CME ETH futures short positioning just keeps smashing new records!
Green But Red in real life!
#WTF
The suspect attempted to escape an interrogation room by breaking through the wall while no one was watching—only to be caught shortly after.
@Viral_Today / #wtf
Imagine a coffee table that moves around the house by itself—well, you don’t have to anymore because it’s real. It’s just as fascinating as it is creepy.
@Viral_Today / #wtf