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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 #64957 · 04/10/2026, 12:23 PM

🚀 Binance Alpha Opens Mystery Box Airdrop Featuring AOP, REKT, and CLO Key TakeawaysBinance launches Alpha Mystery Box airdrop.Reward pool includes AOP, REKT, and CLO tokens.Users need ≥240 Alpha points to claim; costs 15 points per claim.Rewards vary by tier and are distributed first-come, first-served.Binance Alpha Mystery Box Airdrop Goes LiveBinance Wallet has opened its Alpha Mystery Box airdrop, with rewards drawn from three projects:Ark of Panda (AOP)Rekt (REKT)Yei Finance (CLO)Eligible users can claim the airdrop via the Alpha event page.Eligibility and Claim RequirementsTo participate:Users must hold at least 240 Alpha pointsEach claim consumes 15 Alpha pointsEach user can claim onceRewards must be confirmed within 24 hours, or eligibility will be forfeited.Reward Structure and DistributionParticipants are randomly assigned to different reward tiers, receiving one of the following:AOP: 715 / 860 / 2860 tokensREKT: 192,307,700 / 230,769,230 / 769,230,770 tokensCLO: 335 / 400 / 1335 tokensAll rewards are distributed on a first-come, first-served basis. #Binance#AlphaMysteryBox#Airdrop#AOP#REKT#CLO#AlphaPoints#Crypto#Rewards#YeiFinance#ArkOfPanda#CryptoAirdrop#BinanceWallet