#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
🪐 In the galaxy SDSS J1356+1026, astronomers have witnessed a colossal bubble of gas over 30,000 light-years wide being blown outward from the galaxy’s core. This bubble is powered by fierce winds from a supermassive black hole as it devours material, creating giant outflows that glow in X-ray and optical light—a real-life example of black holes shaping their host galaxies through dramatic, large-scale eruptions. ✨
#blackhole⚡#outflow⚡#phenomena⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space
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Hyperliquid Faces Major Fund Exodus
🔵 Hyperliquid experienced a massive outflow of approximately $250 million following claims from a researcher about hacks allegedly linked to North Korea. Despite this, Hyperliquid reassured that user funds are secure and no vulnerabilities were found.
Source
#Hyperliquid#Outflow#Hack#NorthKorea#Funds#Security#Crypto#Web3
🚀 XRP Spot ETF Experiences Significant Outflow
According to Odaily, data from SoSoValue indicates that on April 9, Eastern Time, the XRP spot ETF saw a net outflow of $661,200. The 21Shares XRP ETF (TOXR) was the only fund to experience this outflow, contributing to a historical total net outflow of $25.845 million.
As of the time of reporting, the total net asset value of the XRP spot ETF stands at $955 million, with an XRP net asset ratio of 1.15%. The historical cumulative net inflow has reached $1.21 billion.
#XRP#SpotETF#Outflow#Cryptocurrency#21Shares#TOXR#NetAssetValue#CryptoNews
🚀 XRP Spot ETFs See Significant Inflows and Outflows
XRP spot ETFs experienced notable financial movements last week, with a net inflow of $11.75 million, according to Odaily. The data, sourced from SoSoValue, covers the trading days from April 6 to April 10 (Eastern Time).
The Bitwise ETF XRP led the inflows, attracting $9.5154 million, bringing its historical total net inflow to $388 million. Following this, the Franklin ETF XRPZ saw a weekly net inflow of $2.8987 million, with its historical total reaching $324 million.
Conversely, the 21Shares ETF TOXR recorded the highest net outflow, amounting to $661,200, with its historical total net outflow standing at $25.85 million.
As of the latest update, the total net asset value of XRP spot ETFs is $968 million, with an ETF net asset ratio of 1.16% compared to XRP's total market capitalization. The cumulative historical net inflow has reached $1.22 billion.
#XRP#ETFs#Crypto#Inflow#Outflow#Bitwise#Franklin#21Shares#NetAssetValue#MarketCap