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Source channel @githubtrending · Post #14925 · Jul 7

#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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SG MRT Updates

@sgmrt · Post #1425 · 04/01/2022, 04:41 AM

[CCL] CLEARED: Train services between #Stadium and #Bartley have resumed. Free regular bus & free bridging bus svcs have ended. - SMRT

SG MRT Updates

@sgmrt · Post #2278 · 03/05/2025, 08:54 AM

[CCL]: Train services are progressively returning to normalcy. Please add 5 mins of additional travelling time between #Promenade and #Serangoon in both directions. Free regular bus services are available between #Promenade and #Serangoon. Shuttle train service will cease between #Bartley and #Mountbatten. - SMRT

SG MRT Updates

@sgmrt · Post #2277 · 03/05/2025, 08:44 AM

[CCL]: Due to a train fault, please add 30 mins of additional travelling time between #Promenade and #Serangoon in both directions. Free regular bus services are available between #Promenade and #Serangoon. Shuttle train service is available between #Bartley and #Mountbatten. - SMRT

SG MRT Updates

@sgmrt · Post #2275 · 03/05/2025, 08:24 AM

[CCL]: Due to a train fault, please add 30 mins of additional travelling time between #Promenade and #Serangoon in both directions. Free regular bus services are available between #Promenade and #Serangoon. Shuttle train service is available between #Bartley and #Mountbatten. - SMRT