#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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The aggregate number of shares issues totaled 2093, while of corporate bonds totaled 30 as of 18.11.2022. The aggregate volume of issued shares totaled UZS 165 622.4 billion, while of corporate bonds totaled UZS 1 011.4 billion.
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OVERVIEW OF SECURITIES ISSUES SAFEKEPT BY THE CENTRAL SECURITIES DEPOSITORY
The aggregate number of shares issues totaled 2092, while of corporate bonds totaled 30 as of 11.11.2022. The aggregate volume of issued shares totaled UZS 165 616.4 billion, while of corporate bonds totaled UZS 1 011.4 billion.
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The aggregate number of shares issues totaled 2091, while of corporate bonds totaled 30 as of 04.11.2022. The aggregate volume of issued shares totaled UZS 165 616.2 billion, while of corporate bonds totaled UZS 1 011.4 billion.
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The aggregate number of shares issues totaled 2090, while of corporate bonds totaled 30 as of 28.10.2022. The aggregate volume of issued shares totaled UZS 165 616.2 billion, while of corporate bonds totaled UZS 1 011.4 billion.
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The aggregate number of shares issues totaled 2085, while of corporate bonds totaled 30 as of 21.10.2022. The aggregate volume of issued shares totaled UZS 164 689.5 billion, while of corporate bonds totaled UZS 1 011.4 billion.
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The aggregate number of shares issues totaled 2084, while of corporate bonds totaled 30 as of 14.10.2022. The aggregate volume of issued shares totaled UZS 164 619.5 billion, while of corporate bonds totaled UZS 1 011.4 billion.
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The aggregate number of shares issues totaled 2083, while of corporate bonds totaled 30 as of 07.10.2022. The aggregate volume of issued shares totaled UZS 164 609.8 billion, while of corporate bonds totaled UZS 1 011.4 billion.
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The aggregate number of shares issues totaled 2082, while of corporate bonds totaled 29 as of 30.09.2022. The aggregate volume of issued shares totaled UZS 164 597.6 billion, while of corporate bonds totaled UZS 1006.4 billion.
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The aggregate number of shares issues totaled 2081, while of corporate bonds totaled 29 as of 23.09.2022. The aggregate volume of issued shares totaled UZS 164 397.9 billion, while of corporate bonds totaled UZS 1006.4 billion.
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The aggregate number of shares issues totaled 2079, while of corporate bonds totaled 27 as of 16.09.2022. The aggregate volume of issued shares totaled UZS 163 200.5 billion, while of corporate bonds totaled UZS 996.4 billion.
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End-of-week depositary statistics
OVERVIEW OF SECURITIES ISSUES SAFEKEPT BY THE CENTRAL SECURITIES DEPOSITORY
The aggregate number of shares issues totaled 2078, while of corporate bonds totaled 26 as of 09.09.2022. The aggregate volume of issued shares totaled UZS 163 200.4 billion, while of corporate bonds totaled UZS 993.9 billion.
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OVERVIEW OF SECURITIES ISSUES SAFEKEPT BY THE CENTRAL SECURITIES DEPOSITORY
The aggregate number of shares issues totaled 2077, while of corporate bonds totaled 25 as of 26 August 2022. The aggregate volume of issued shares totaled UZS 163 190.4 billion, while of corporate bonds totaled UZS 983.9 billion.
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