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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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Interesting Planet 🌍

@interesting_planet_facts · Post #1269 · 02/02/2026, 10:11 PM

🌎 In Siberia, the woolly mammoth roamed the tundra until about 4,000 years ago. Some frozen mammoth carcasses still contain preserved hair, skin, and even stomach contents. Recent DNA studies show mammoths were closely related to modern Asian elephants. ✨ #mammoth⚡#extinction⚡#Siberia 👉subscribe Interesting Planet 👉more Channels ​

Venture Village Wall 🦄

@venturevillagewall · Post #4209 · 02/21/2025, 04:00 PM

Massive News Roundup This Week! 1️⃣ Explore OpenAI's *50 rules for ChatGPT* - Read More 2️⃣ Insightful article on *Solopreneurs* and shifting entrepreneurship - Read More 3️⃣ Interview with *Eugene Mutovkin* on the e-scooter market - Watch Here 4️⃣ *Maxim Spiridonov* interviews *Dmitry Zatsepin* on self-managed teams - Watch Here 5️⃣ Guides on launching startups and fundraising - Startup Guide, Funding Guide, Term Sheets, Duolingo Insights 6️⃣ Wired reports on the *Zizians* cult and their extreme actions - Read Article 7️⃣ Forbes discusses *Colossal Biosciences* and their goal to resurrect the mammoth - Read More Crypto Updates: - Bybit exchange reported a hack leading to $1.4 billion in losses. More Info - SBF from FTX claims innocence; an appeal is underway. - $10M raised by *WalletConnect Foundation* in token sales - Details Here Experts note: *Altcoin season is selective* with capital shifting behavior impacted by institutionalization. Read More #OpenAI#ChatGPT#Entrepreneurship#Scooters#Zizians#Mammoth#Bybit#FTX#WalletConnect#Altcoins#Crypto#VC#AI