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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 #3848 · 01/11/2025, 01:00 PM

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200M for Email Simplification App! In 2013, a startup created a user-friendly email app to combine personal and work emails, reducing clicks to complete tasks. Microsoft acquired the app for $200 million after 18 months. Initially, it reached 3 million users at launch, soaring to hundreds of millions three years later. The founder emphasized a goal to simplify, not reinvent, email—echoing Dropbox's approach of enhancing existing solutions. Glassnode notes a 49.6% increase in new investors controlling bitcoin supply, with long-term holders redistributing assets, though it's not seen as a bearish signal. Insights from tech analyst Ali Martinez suggest declining hype around AI agents, affecting specific token prices. Polymarket users estimate a 12% chance the US government will sell seized BTC before Trump's inauguration, with $6.5 billion at stake. #Email#Microsoft#Startup#Acquisition#Usability#Glassnode#Bitcoin#Investors#Crypto#AI#MarketTrends#Polymarket#BTC#Trading#Innovation#TechNews#VC#Fundraising#TechAnalytics#Distribution

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