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Source channel @githubtrending · Post #14925 · Jul 7

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#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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Crypto Drop Club

@drop_cryptogo · Post #1809 · 05/19/2025, 12:05 PM

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🎮TapSwaphas reached a new level - beta is already online! Now skill games are available to the first users directly in Telegram. No downloads - everything is fast, convenient and already with $TAPS integration . What's in beta: • 🎮 3 play-to-skill games — it’s not clicks that matter, but real skill • 💸 Using and testing $TAPS in action • 🧩 Convenient Telegram mini-app — launch in a couple of seconds ⚠️Beta is available only to a limited number of users. If you've gained access, you're among the first to test the mechanics before the mass launch and possibly earn an advantage. 📅 Public release - already in early June. Get ready:TapSwapis a game changer. #TapSwap#CryptoGaming#SkillToEarn#Web3UA Bot link:tapswap_bot📱 Crypto Drop Club 👉 SUBSCRIBE

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Nigeria Football Hub

@football_nigeria · Post #1098 · 05/19/2025, 02:01 PM

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🎮TapSwap officially launched the beta! The project has made an important step forward — now skill games are available for the first testers directly in Telegram. Convenient format, fast loading and no unnecessary actions. What's included in the beta: • 🎯 Three games where the outcome depends on your skills • 💰 Integration with $TAPS • 📲 Access via Telegram mini-app ⚠️ At the current stage, only selected users have access to the beta. If you are among them, you can already try out the platform before the official release. 🗓The public launch is scheduled for early June. #TapSwap#БетаЗапуск#SkillGaming#Web3UA Bot link:tapswap_bot📱 Nigeria Football Hub

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INSIDER USA | News

@insider_usa_news · Post #3352 · 05/19/2025, 01:04 PM

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🎮TapSwap officially launched the beta! The project has made an important step forward — now skill games are available for the first testers directly in Telegram. Convenient format, fast loading and no unnecessary actions. What's included in the beta: • 🎯 Three games where the outcome depends on your skills • 💰 Integration with $TAPS • 📲 Access via Telegram mini-app ⚠️ At the current stage, only selected users have access to the beta. If you are among them, you can already try out the platform before the official release. 🗓The public launch is scheduled for early June. #TapSwap#БетаЗапуск#SkillGaming#Web3UA Bot link:tapswap_bot📱 INSIDER USA 👉🏻 Subscribe

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