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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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@ethereumglobalnews · Post #1570 · 12/16/2025, 02:32 AM
📊 CAPITAL FLOWS | BLOCKCHAIN NETWORKS • Ethereum：+$12.8 億（明顯反轉此前 -$92.5 億流出） • Arbitrum：+$5.02 億 • BNB Chain：+$4.42 億 • Sui：+$2.01 億 • Avalanche：+$1.76 億 • Polygon：+$1.22 億 • Optimism / Sonic / Starknet / XDC 亦維持正流入 #以太坊#区块链#虚拟货币 #OnChain#Layer2#Markets ——— Ethereum leads all chains in 30-day capital inflows,recording +$1.28B, a sharp reversal from the prior period. #Ethereum#CapitalFlow 👇Tip👇讚 或點擊進行💎資源搜索👇
@venturevillagewall · Post #3795 · 01/05/2025, 10:00 AM
Gold and Bitcoin Gain Structural Significance JPMorgan analysts predict lasting inflation hedging strategies as gold and Bitcoin solidify their roles in investor portfolios. They deem 2024 pivotal for the crypto market with a projected influx of $78 billion. Notably, the share of gold investments among private investors is also on the rise. Read more: ForkLog #JPMorgan#Bitcoin#Gold#Crypto#Investing#Inflation#MarketTrends#Finance#WealthManagement#InvestmentStrategies #2024 #CapitalFlow#DigitalAssets#PortfolioManagement#Cryptocurrency#Hedging#FinancialInsights