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MemoraX AI

Category: Foundation Models / LLMs

MemoraX AI raises $10M seed to embed long-term memory into LLM weights via Agentic RL, targeting enterprise knowledge management and personalized AI agents. MemoraX AI was founded in 2026. The company is led by Hao Jianye. Based in Shenzhen, China. Total funding raised: $13.8M+ (100M+ RMB). Latest round: Seed. Key investors include L2F Light Source Entrepreneurs Fund, Zhongding Capital, CICC Capital, Datai Capital, Huaye Tiancheng.

Founded
2026
Headquarters
Shenzhen, China
Total funding
$13.8M+ (100M+ RMB)

Value proposition

Endogenous memory architecture directly embedded in model weights, eliminating reliance on external retrieval systems, enabling persistent, self-updating memory for agentic AI.

Products and solutions

Endogenous Memory Module

Target customer

Enterprises needing knowledge management, personalized AI agents, and consumer AI companions

Industries served

Enterprise Knowledge Management, Consumer AI Assistants, AI Companions

Technology advantage

Agentic RL (reinforcement learning) technology that trains memory directly into LLM weights; proven industrial track record in RL deployments (chip design, autonomous driving, gaming); team combines top academic RL talent with large-scale industry deployment experience from Huawei, Alibaba, Tencent.

How they differentiate

MemoraX embeds memory directly into model weights through Agentic RL, eliminating the need for external retrieval systems (e.g., RAG, vector databases) and enabling persistent, self-updating memory that can transfer across scenarios.

Key partnerships

Oxford University (co-developed ScriptMem and SWE-context-bench benchmarks), Nanjing University & Shanghai AI Lab (LoCoMo-Refined benchmark), TusStar (启迪之星) incubation

Major milestones

Founded March 2026, Raised $10M seed round co-led by L2F Light Source Entrepreneurs Fund and Zhongding Capital (April 2026), Achieved state-of-the-art memory performance on LoCoMo-Refined benchmark (30% ahead of 2nd place), Raised Seed+ round (tens of millions RMB) led by CICC Capital, Datai Capital, Huaye Tiancheng (May 2026), Cumulative funding exceeds 100M RMB, 10 papers accepted at ICML 2026, Co-developed ScriptMem and SWE-context-bench benchmarks with Oxford University

Market positioning

MemoraX AI raises $10M seed to embed long-term memory into LLM weights via Agentic RL, targeting enterprise knowledge management and personalized AI agents.

About Hao Jianye

Professor at Tianjin University (Elite Professor, National Outstanding Youth Scientist); Former Director of Decision & Inference Lab at Huawei, Director of Large Model Algorithm Lab at Huawei, Technology VP of Huawei Medical Legion; Chief expert in decision intelligence at Huawei; Google Scholar citations 15,000+; Top 10 global research output at ICML/NeurIPS/ICLR

Official website: