#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
🌍 The boundary where the Earth's solid land meets the sea—called the coastline—is constantly changing. Waves, tides, and storms reshape these edges every day, making coastlines dynamic and ever-shifting. ✨
#geography⚡#coastlines⚡#change⚡#nature⚡#earth
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🌍 Satellite data show that global sea levels are now rising about 3.4 millimeters per year, speeding up since the 1990s and threatening low-lying coasts with accelerated erosion. ✨
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🌍 Melting permafrost in Arctic regions is releasing ancient greenhouse gases like methane, accelerating climate change and threatening traditional ways of life for local communities. ✨
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🌍 Desertification, the spread of deserts into once-fertile land, now threatens over a third of Earth’s land surface, endangering food security for millions worldwide. ✨
#desertification⚡#climate⚡#change⚡#land⚡#geography⚡#nature⚡#earth
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New Book Explores Optimism in AI Future
Reid Hoffman, co-founder of LinkedIn, releases his book *Superagency: what could go right with AI future*. Unlike dystopian views, Hoffman emphasizes a proactive approach to building a positive future with AI. He discusses the evolution of technology's role in society, the importance of agency in the face of AI, and the need for updates in social contracts. The book reflects on history, addressing both fears and potential benefits AI can bring. Full details available here.
#AI#Tech#ReidHoffman#Future#Blockchain#Metaverse#Innovation#Autonomy#SocialChange#Privacy#Agency#Technology#Data#LLM#Community#Change#Trends
Need of Organization 😂
#camurshid#ca#icap#ca_murshid#castudents#camemes#icaistudents#charteredaccountant#charteredaccountancy#charteredaccountants#icaistudents#camemes#icaistudents#charteredaccountant#charteredaccountancy#charteredaccountants#icaistudents#camemes#icaistudents#charteredaccountant#charteredaccountancy#charteredaccountants#icaistudents#camemes #icaistudents#charteredaccountant #icaistudents #camemes#icaistudents #auditor#auditors#auditorslife#change#organization