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product#llm📝 BlogAnalyzed: Jan 11, 2026 20:15

Beyond Forgetfulness: Building Long-Term Memory for ChatGPT with Django and Railway

Published:Jan 11, 2026 20:08
1 min read
Qiita AI

Analysis

This article proposes a practical solution to a common limitation of LLMs: the lack of persistent memory. Utilizing Django and Railway to create a Memory as a Service (MaaS) API is a pragmatic approach for developers seeking to enhance conversational AI applications. The focus on implementation details makes this valuable for practitioners.
Reference

ChatGPT's 'memory loss' is addressed.

Research#llm🔬 ResearchAnalyzed: Jan 4, 2026 10:28

Secondary Term for the Mean Value of Maass Special $L$-values

Published:Dec 30, 2025 07:00
1 min read
ArXiv

Analysis

This article reports on research concerning the mean value of Maass special L-values. The title indicates a focus on the secondary term, suggesting a detailed analysis beyond the primary average. The source, ArXiv, implies this is a pre-print or research paper, likely aimed at a specialized audience within mathematics.
Reference

Research#llm📝 BlogAnalyzed: Dec 27, 2025 02:00

Omdia Report: Volcano Engine Ranks Third Globally in Enterprise-Level MaaS Market in 2025

Published:Dec 26, 2025 07:22
1 min read
雷锋网

Analysis

This article reports on Omdia's analysis of the global enterprise-level MaaS (Model-as-a-Service) market, highlighting the leading players and their market share. It emphasizes the rapid growth and high profitability of MaaS, driven by advancements in large language models (LLMs) and their expanding applications. The article specifically focuses on Volcano Engine's strong performance, ranking third globally in daily token usage. It also discusses the trend towards multimodal models and agent capabilities, which are unlocking new use cases and improving user experiences. The increasing adoption of image and video creation models is also noted as a key market driver. The report suggests continued growth in the MaaS market due to ongoing model iteration and infrastructure improvements.
Reference

MaaS service has become the fastest-growing and most profitable AI cloud computing product.

Analysis

This article from 36Kr reports that ByteDance's AI chatbot, Doubao, has reached a daily active user (DAU) count of over 100 million, making it the fastest ByteDance product to reach this milestone with the lowest marketing spend. The article highlights Doubao's early launch advantage, continuous feature updates (image and video generation), and integration with ByteDance's ecosystem (e.g., e-commerce). It also mentions the organizational support and incentives provided to the Seed team behind Doubao. The article further discusses the competitive landscape, with other tech giants like Tencent and Alibaba investing heavily in their AI applications. While Doubao's commercialization path remains unclear, its MaaS service is reportedly exceeding expectations. The potential partnership with the CCTV Spring Festival Gala in 2026 could further boost Doubao's user base.
Reference

Doubao's UG and marketing expenses are the lowest among all ByteDance products that have exceeded 100 million DAU.