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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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🚨BIG ANNOUNCEMENT – AuditDoge Launching TOMORROW! 🚨 🔥 Get Ready – Something Massive is Coming! 🔥 🗓 Launch Date: 18 jul 3pm utc to 19 jul 3pm utc. 🎉 The Fair Launch is going live on Pinksale… and with it, a HUGE ANNOUNCEMENT will be revealed! 🛡️ AuditDoge – Your #1 Security Partner on BSC Say goodbye to scams and rug pulls. AuditDoge is here to protect investors and projects with real-time smart contract audits, AI-based alerts, and a powerful community-driven system. 📌 Official Links: 🌐 Website: https://auditdoge.vip 🔵 Telegram: https://t.me/auditdoge_bsc 🐦 X (Twitter): https://x.com/auditdoge_bsc 🚀 Pinksale Fair Launch: https://www.pinksale.finance/launchpad/bsc/0xe3f02B478b7073F8b1c6E4ABd435b1f670034E61 💡Why AuditDoge ? ✔️ AI-Powered Smart Contract Scanning ✔️ Real-Time Security Alerts ✔️ Instant Honeypot Detection ✔️ Transparent Roadmap & Powerful Utility ✔️ Built to make DeFi SAFER for everyone 🎯 TOMORROW will change everything. 📢 A major update will be announced – and it’s going to set the tone for what’s next in crypto security. 👉 Be early. Be safe. Be with AuditDoge. #AuditDoge#BSC#CryptoSecurity#FairLaunch#BigAnnouncement#DeFi