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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 #64842 · 04/10/2026, 03:34 AM

🚀 Solana's Neutral Trade Responds to Drift Attack Impact Neutral Trade, a quantitative strategy sharing platform within the Solana ecosystem, announced that it is assessing the impact of the Drift attack on its platform and users. According to Foresight News, the team is awaiting further investigation results from Drift. The update includes the suspension and removal of all 'Drift Architecture' vaults from the homepage, although users can still view related positions on the portfolio page. Currently, the homepage only displays the 'Neutral Strategy' proprietary strategy vaults, which are operating normally and have not suffered any losses. The 'Neutral Strategy' vaults have undergone independent audits by Halborn, Offside Labs, and Quantstamp, and are integrated with FORDEFI's enterprise-grade security solutions. Although the NT Earn vaults had Drift position configurations, Neutral's risk engine detected anomalies during the attack and preemptively withdrew funds to Jupiter Lend and Kamino, preventing any losses. Neutral Trade is committed to advancing security upgrades and is considering joining the STRIDE ecosystem security program supported by the Solana Foundation. Previously, Neutral Trade reported a loss of approximately $3.67 million due to the Drift attack. #Solana#NeutralTrade#DriftAttack#CryptoSecurity#DeFi#Blockchain#STRIDE#JupiterLend#Kamino#QuantitativeStrategy#SOL#JUP