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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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APC - Android Ports Cloud

@apcports2 · Post #1258 · 12/23/2025, 04:01 PM

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Giveaway Announcement! We are hosting a special giveaway featuring a selection of PC and Steam games. This is your chance to win quality titles by participating through our official giveaway platform. Prizes include: • Guardians: Frontline [VR] (PC) • Watchmen: The End is Nigh Part 2 (Steam Key, PC) • Injustice: Gods Among Us (Ultimate Edition, PC) • Suicide Squad: Kill the Justice League (PC) • Indiana Jones and the Emperor’s Tomb (Steam Key, PC) • X-COM: Complete Pack (Steam Key, PC) • Yesterday Origins (Steam Key, PC) • Watchmen: The End is Nigh Part 1 & 2 Bundle (Steam Key, PC) • Blanc (Steam Key, PC) To participate and increase your chances of winning, visit our giveaway channel below and follow the instructions. ➡️ Go to @FossCloud and enter now! Thank you for your continued support. Tags: #Giveaway#PCGames#Steam#FossFinds

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