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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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First Crypto News 📯📈

@cryptosignalsandmarketanalyse · Post #11236 · 12/16/2025, 01:40 AM

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🚨 Count Down 24 Hours 🚨 OKX Discord Meme Machine Role S2 🎉 ⏳ Countdown is on! Get verified and unleash your memes now! Prize: - 400 USDT waiting for you to win! (for the whole campaign) 🥇 1st : 90 USDT 🥈 2nd : 80 USDT 🥉 3rd : 70 USDT 🎁 4th : 60 USDT 🎁 5th : 50 USDT 🎁 6th - 10th：10 USDT How to earn points👇 1 Sign-Up using our Unique Link (If you don't have an account) 2 Make sure your OKX Account has been KYC Verified. 3 First Task: Post your Meme in MEME HUBChat with #MemeMachine#MemeItAwayOKX 4 Second Task: Get verified Role in OKX Discord 📆 Event Period: 9/12/2025, 6:00 PM - 16/12/2025, 6:00 PM (GMT+8) 👇👇👇Join the event now OKX Discord Meme Machine Role S2 ⚜️Sign Up OKX Now| Join Affiliate| TG| Announcement| DC | Wallet TG | Wallet Announcement | Twitter/X ‼️Please check the authenticity of all OKX links or channels at OKX channel verification

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First Crypto News 📯📈

@cryptosignalsandmarketanalyse · Post #11210 · 12/09/2025, 09:28 AM

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🎉 OKX Discord Meme Machine Role S2 🎉 Introducing the New OKX Discord Role: Meme Machine! Are you ready to take your meme game to the next level? It’s time to get verified and let the memes flow! 🌟 Prize: 400 USDT waiting for you to win! (for the whole campaign) 🥇 1st : 90 USDT 🥈 2nd : 80 USDT 🥉 3rd : 70 USDT 🎁 4th : 60 USDT 🎁 5th : 50 USDT 🎁 6th - 10th：10 USDT How to earn points👇 1 Sign-Up using our Unique Link (If you don't have an account) 2 Make sure your OKX Account has been KYC Verified. 3 First Task: Post your Meme in MEME HUBChat with #MemeMachine#MemeItAwayOKX 4 Second Task: Get verified Role in OKX Discord 📆 Event Period: 9/12/2025, 6:00 PM - 16/12/2025, 6:00 PM (GMT+8) 👇👇👇Join the event now OKX Discord Meme Machine Role S2 ⚜️Sign Up OKX Now| Join Affiliate| TG| Announcement| DC | Wallet TG | Wallet Announcement | Twitter/X ‼️Please check the authenticity of all OKX links or channels at OKX channel verification

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Desi Memes Funny Jokes

@DESI_MEMES_Funny_Jokes · Post #5937 · 12/05/2024, 09:57 AM

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Quote of the day✨️ . . . . . . . . . #meme#chillguy#chillguymeme#peace#motivation#memesforyou#foryou#reels#funny#trend#newtrend#viralmeme#dankmemes#trending#chillguymemes#funniest#motivational#peaceful#memestagram#memeoftheday#dankmemes#dank#darkmemes#mememachine