#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
🎙 INVEST REPORT Announce #FINEproject update
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The increase in fines for a number of traffic violations will come into force on January 1, 2025
📌"In Article 2, the word" Law "should be replaced with the words "Federal Law", the words "after thirty days from the date of its official publication" should be replaced with the words "from January 1, 2025," the text of the amendment posted in the Duma electronic database says.
📌Under this law, failure by a driver to perform the duty to insure his civil liability, as well as driving a vehicle, if the Compulsory third Party Insurance (CTP) policy is deliberately absent, entails the imposition of an administrative fine in the amount of 800 rubles.
📌Earlier, the Parliament of the Kabardino-Balkar Republic submitted to the State Duma a bill that proposes to establish a fine for repeated violation of the Administrative Code of the Russian Federation, namely the absence of a driver's CTP policy, up to 5 thousand rubles.
CTP policy means Compulsory Third Party Insurance Policy
#news#russia#nido_russia#traffic#fine#regulations
https://t.me/nido_russia