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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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15 similar posts found

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SG MRT Updates

@sgmrt · Post #2279 · 03/05/2025, 09:04 AM

[CCL]: Train services have resumed to normalcy. Free regular bus services will cease between #Promenade and #Serangoon. We are sorry for affecting your commute. - SMRT

SG MRT Updates

@sgmrt · Post #2274 · 03/05/2025, 08:14 AM

[CCL]: Please add 30 mins train travel time between #Promenade and #Serangoon, in both directions due to train fault. Free regular bus service is available between #Promenade and #Serangoon. Train service is still available. - SMRT

SG MRT Updates

@sgmrt · Post #2181 · 12/14/2024, 11:14 AM

[CCL] UPDATE: Train fault cleared. Train service between #Promenade and #Serangoon is progressively returning to normal. Free regular bus service are still available between #Promenade and #Serangoon. - SMRT

SG MRT Updates

@sgmrt · Post #2180 · 12/14/2024, 11:05 AM

[CCL] UPDATE: Please add an additional 30mins train travel time between #Promenade and #Serangoon due to a train fault. Free regular bus service are available between #Promenade and #Serangoon. - SMRT

SG MRT Updates

@sgmrt · Post #2179 · 12/14/2024, 10:49 AM

[CCL] UPDATE: Additional 30mins train travel time between #Promenade and #Serangoon due to a train fault. Free regular bus service are available between #Promenade and #Serangoon. - SMRT

SG MRT Updates

@sgmrt · Post #1424 · 04/01/2022, 04:26 AM

[CCL] CLEARED: Fault cleared, trains service progressively resuming. Free regular bus and bridging bus services between #Promenade and #Serangoon are still available. - SMRT

SG MRT Updates

@sgmrt · Post #2352 · 05/20/2025, 12:44 AM

[CCL] UPDATE: Train fault has recovered, train services are progressively resuming. Free regular bus services are still available between #Serangoon and #BuonaVista. - SMRT

SG MRT Updates

@sgmrt · Post #2350 · 05/20/2025, 12:34 AM

[CCL]: Due to a train fault, please add 30 minutes travel time between #PayaLebar and #BuonaVista. Free regular bus services are available between #Serangoon and #BuonaVista. https://bit.ly/44HtD1b - 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

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