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Source channel @githubtrending · Post #15401 · Jan 8

#python#agent#agentic_ai#agentic_framework#agentic_workflow#ai#ai_agents#ai_companion#ai_roleplay#benchmark#framework#llm#mcp#memory#open_source#python#sandbox MemU lets AI systems take in conversations, documents, and media, turn them into structured memories, and store them in a clear three-layer file system. It offers both fast embedding search and deeper LLM-based retrieval, works with many data types, and supports cloud or self-hosted setups with simple APIs. This helps you build AI agents that truly remember past interactions, retrieve the right context when needed, and improve over time, making your applications more accurate, personal, and efficient. https://github.com/NevaMind-AI/memU

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IRAS

@irassg · Post #312 · 12/16/2022, 02:02 AM

#TaxTip It is never too early to prepare for your (and your loved ones’) retirement needs. Top up your own and/or those of your family members’ CPF Special/Retirement or Medisave Account by 31 Dec 2022 to enjoy the CPF Cash Top-up Relief in Year of Assessment 2023! Do note that there is an overall cap of $80,000 on the total amount of all tax reliefs that can be claimed (including any relief on CPF cash top-ups) for a year. Details and qualifying conditions: www.iras.gov.sg/taxes/individual-income-tax/basics-of-individual-income-tax/tax-reliefs-rebates-and-deductions/tax-reliefs/central-provident-fund-(cpf)-cash-top-up-relief #iras#sg#taxes#taxtip#cpf#relief#retirement