#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
Bitcoin on #Bithumb suddenly dropped, trading over 10% below other markets.
Reports say a staff mistake during an airdrop sent 2,000 $BTC($133M) instead of a small KRW reward.
Some users sold it right away, causing the price to drop fast.
JUST IN : 💰🚨Bitcoin on #Bithumb suddenly dropped, trading over 10% below other markets.
Reports say a staff mistake during an airdrop sent 2,000 $BTC($133M) instead of a small KRW reward.
Some users sold it right away, causing the price to drop fast.
➖➖➖➖➖➖➖➖➖
📣@cryptonewstel
✨Vip join⭐️
🚨 DWF Labs has deposited all 170K $CYBER to #Bithumb at $8.6 on average ($1.46M) in 7 transactions over the past 24 hours.
➡️ DWF Labs will earn an estimated profit of $697K (+91.1%) from $CYBER if truly sold just now.
👉 More details: https://platform.spotonchain.ai/signal-details/dwf-labs-closed-the-first-cyber-deal-for-great-profit-516
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