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Source channel @githubtrending · Post #15558 · Mar 12

#python#agentic_ai#agents#memory Hindsight is a top agent memory system that helps AI agents learn over time by storing facts, experiences, and mental models like human memory, beating rivals on LongMemEval benchmarks with 91.4% accuracy. Add it easily with 2 lines of code via Python or Node.js clients, using simple retain, recall, and reflect operations for Docker or embedded setups. You benefit by building smarter, consistent agents that reduce errors, cut hallucinations, handle long-term tasks, and personalize chats—saving time and boosting performance in production. https://github.com/vectorize-io/hindsight

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Crypto M - Crypto News

@CryptoM · Post #65093 · 04/11/2026, 12:26 AM

🚀 Polymarket to Upgrade Protocol and Launch pUSD Token on Polygon Polymarket has announced plans to enhance its protocol and introduce pUSD, an ERC-20 collateral token on the Polygon network, fully backed by USDC. According to NS3.AI, the upgrade aims to lower gas costs and minimize failed trades. The platform intends to open-source the smart contracts next week and will initiate a bug bounty program to ensure security and reliability. #Polymarket#Upgrade#Protocol#pUSD#ERC20#CollateralToken#Polygon#USDC#GasCosts#FailedTrades#OpenSource#SmartContracts#BugBounty#Security#Reliability