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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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Crypto M - Crypto News

@CryptoM · Post #64893 · 04/10/2026, 07:25 AM

🚀 Oil Prices Rise Ahead of U.S.-Iran Talks, Remain Below $100 per Barrel Oil prices have increased but remain below $100 per barrel as the U.S. and Iran prepare for talks this weekend. According to Odaily, Emmanuel Belostrino, head of global crude oil and geopolitical market data at Kpler, stated that the outcome of the negotiations, particularly the possibility of establishing a viable shipping agreement, is crucial to alleviating the current backlog. During early European trading, both U.S. and Brent crude saw short-term gains, with prices at $99.7 and $97.6 per barrel, respectively. The Strait of Hormuz remains largely frozen, causing supply disruptions and maintaining market tension. Additionally, Iran's attack on Saudi Arabia's main export route, the East-West pipeline, has reduced its daily capacity by approximately 700,000 barrels. #OilPrices#USIranTalks#CrudeOil#BrentCrude#MarketTension#OilSupply#HormuzStrait#SaudiArabia#PipelineAttack#EnergyMarket