#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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Mathematicians found that many formulas used to calculate π are connected.
About 43% of known π formulas come from one main form. Another 51% belong to related groups.
This shows many π formulas are not separate. They share common structures in math.
π is still an infinite number with no repeating digits.
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[Read more]
@googlefactss
#math#pi#mathematics#science#facts