#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
JUST IN : 🚨
💰An Ethereum OG just deposited another 18,000 $ETH($54.78M) into #Bitstamp.
He still holds 66,252 $ETH($201M) — with total profits of ~$270M.
➖➖➖➖➖➖➖➖➖
📣@cryptonewstel
✨Vip join⭐️
🚨 Vitalik Buterin transferred another 2,000 $ETH ($3.12M) to address 0x556 10 hours ago.
➡️ Notably, the Ethereum’s co-founder appeared to have deposited 2,002 $ETH ($3.33M) to #Bitstamp and sold 100 $ETH for 173K $USDC since August 25 (18 days ago) via address 0x556.
👉 More details: https://platform.spotonchain.ai/signal-details/vitalik-buterin-may-plan-deposit-more-eth-to-bitstamp-561
👉 If you have any questions, feel free to discuss in our discord group: https://discord.com/invite/Xh7cReej7n
🚨 Vitalik Buterin transferred 999 $ETH ($1.63M) from better-known address 0xD04 to 0x556 20 hours ago.
➡️ Notably, the Ethereum’s co-founder appeared to have deposited 1,602 $ETH ($2.68M) to #Bitstamp and sold 100 $ETH for 173K $USDC over the past 8 days via address 0x556.
👉 More details: https://platform.spotonchain.ai/signal-details/vitalik-buterin-sold-mkr-and-may-deposit-eth-to-bitstamp-soon-531
👉 If you have any questions, feel free to discuss in our discord group: https://discord.com/invite/Xh7cReej7n
We are pleased to announce that EURt will be available on #Bitstamp🎉
The euro-pegged stablecoin, will provide a liquid, stable and trusted means of obtaining exposure to the single European currency to Bitstamp’s users⬇️
https://tether.to/tether-tokens-eurt-will-be-available-on-bitstamp/