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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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America 🇺🇸 News & Politics

@America · Post #10610 · 05/06/2026, 02:12 PM

💸🇺🇸GOP MEGABILL EXPLODES DEFICIT BY $4.1 TRILLION — CBO CONFIRMS BIGGEST DEBT BOMB EVER 🔹 House Republicans' "One Big Beautiful Bill Act" adds $4.1T to deficit over 10 years, including $718B in higher debt service costs 📊 🔹 $5T in tax cuts mostly to wealthy/corporations vs only $1-2T in spending cuts — math doesn't add up for middle class 💰 🔹 Drives up borrowing costs nationwide: higher mortgage rates, auto loans, credit cards as federal debt crowds out private lending 📈 🔹 Moody's cited this bill for recent US credit downgrade — GOP "pay for itself" claims dismissed by independent analysis 📉 America's fiscal time bomb just got $4 trillion bigger 💣🔥 #USNews#deficit @america

America 🇺🇸 News & Politics

@America · Post #10565 · 04/27/2026, 01:09 PM

📊💰ECONOMISTS: TRADE DEFICITS MADE AMERICA RICHER, NOT POORER 🔹 US has run trade deficit every year since 1976 — but that created wealth, not drained it 💵📈 🔹 February 2026 deficit at $57.3B, down 54.8% from 2025 as Trump policies reshape global trade 🇺🇸⚖️ 🔹 China deficit drops 32% annually while US achieves first goods surplus with Switzerland since 2012 🇨🇭✅ 🔹 Imports bring investment inflows and boost American consumer power — not economic loss says George Mason professor 🎓💡 "Expanding imports brought greater wealth to U.S. shores" — challenging conventional wisdom 🤔📰 Trump's trade war might actually be working this time 🔄🎯 #trade#economy#deficit#imports @america

Savino Balzano

@savinobalzano · Post #688 · 06/29/2024, 02:25 PM

Questa mattina a Coffee Break, La7 Ci aprono una procedura di infrazione per deficit eccessivo? Dobbiamo saper rispondere #sticazzi! E lo dobbiamo fare in scioltezza. L'#Italia deve ritrovare orgoglio e dignità: non avremmo dovuto subire l'ingorda prepotenza di qualcun altro e di certo non possiamo permetterci di continuare a farlo. Non esistono soluzioni facili: non bastano due leggine per risolvere i nostri annosi problemi. Molti di quei problemi ce siamo creati da soli, accettando per stupidità o per servilismo assurdi compromessi. Basta. #lavoro#diritti#europa#commissione#deficit#caporalato https://x.com/SavinoBalzano/status/1807056685476778486?t=E9HfjCNDdU7CogMYT7sw6g&s=19