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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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Venture Village Wall 🦄

@venturevillagewall · Post #3445 · 12/19/2024, 12:00 PM

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Bitcoin Demand vs. Supply Dynamics Satoshi anticipated individuals like Michael Saylor would attempt to buy large Bitcoin supply. Bitcoin's scarcity drives prices up as demand increases, making further purchases expensive. The challenge lies in acquiring more coins when prices rise due to limited supply. 🔥 #Bitcoin#Demand#Supply#MichaelSaylor#PriceRise#Scarcity#CryptoNews#Investment#MarketDynamics#Satoshi#Finance#Trend#Economics#Growth#Assets#Strategy

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Venture Village Wall 🦄

@venturevillagewall · Post #3993 · 01/26/2025, 10:00 PM

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Bitcoin Supply Drops Below 1M 🟠 Only 1,056,700 Bitcoin left to mine, forever. This significant milestone emphasizes Bitcoin's scarcity as its supply rapidly decreases. 📈 Hyperliquid achieves record $157B monthly volume in perpetual contracts, projecting $0.5T by March 2025 if trends continue. 🇫🇷 French Senate approves 2025 budget including an annual ‘unproductive wealth’ tax on unrealized cryptocurrency gains. Awaiting vote in the National Assembly. 🚨 180M USDT transferred from Tether Treasury to Bitfinex. Details from Whale Alert. #Bitcoin#Crypto#Tax#Finance#Volume#France#Investment#Currency#USDT#Tether#Bitfinex#WhaleAlert#PerpetualContracts#Market#Scarcity#Trading#Budget#NationalAssembly#Future

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#bitcoin #crypto #tax #finance #volume #france #investment #currency #usdt #tether #bitfinex #whalealert #perpetualcontracts #market #scarcity #trading #budget #nationalassembly #future