Back to Home

Agentic AI scaling requires new memory architecture

January 7, 2026
Ryan Daws
AI News
90 views

**Understanding the Future of Agentic AI** In recent years, the development of Agentic AI has changed the way we interact with technology. Unlike simple chatbots, Agentic AI can handle more complex tasks and workflows. This shift opens up exciting possibilities but also presents new challenges. One major issue is how these systems manage memory. **The Importance of Memory in AI** Memory plays a crucial role in making AI more effective. As these systems evolve, they need to remember past interactions to provide better responses. With current models reaching trillions of parameters, the amount of data they process is enormous. This growth in memory requirements means we need to rethink our approach to AI architecture. **Why Scaling Matters** Scaling Agentic AI is not just about adding more data. It’s about improving the way these systems store and retrieve information. As context windows expand into millions of tokens, the cost of maintaining historical context increases significantly. This affects performance and efficiency, which are key factors for businesses and developers. **Key Insights on Future Developments** One of the main takeaways is that we need innovative solutions for memory

<p>Agentic AI represents a distinct evolution from stateless chatbots toward complex workflows, and scaling it requires new memory architecture. As foundation models scale toward trillions of parameters and context windows reach millions of tokens, the computational cost of remembering history is rising faster than the ability to process it. Organisations deploying these systems now face [&#8230;]</p>

<p>The post <a href="https://www.artificialintelligence-news.com/news/agentic-ai-scaling-requires-new-memory-architecture/">Agentic AI scaling requires new memory architecture</a> appeared first on <a href="https://www.artificialintelligence-news.com">AI News</a>.</p>

Similar Articles

AI dominated the conversation in 2025, CIOs shift gears in 2026

**Understanding the Shift: CIOs and AI in 2026** In 2025, the buzz around artificial intelligence reached a peak. Businesses and tech leaders were excited about the possibilities that AI offered. However, as we step into 2026, it’s clear that Chief Information Officers or CIOs are shifting their approach. This change isn’t about slowing down innovation; rather, it’s about guiding it with greater intention and foresight. **What to Expect in 2026** CIOs are now looking to integrate AI in a way that aligns with their long-term goals. This year is about being strategic. With the initial excitement of AI listening to customers or generating content, organizations are asking deeper questions. How does AI fit into our overall strategy? What challenges do we face in implementation? How can it drive real value for our teams and clients? **Key Insights for CIOs** One important insight is the need for clearer frameworks. While AI tools like copilots have proven useful, CIOs are realizing that a structured approach is vital. This includes understanding which areas of the business

AI NewsJan 15

AI video startup, Higgsfield, founded by ex-Snap exec, lands $1.3B valuation

**Overview of Higgsfield's Rise** Higgsfield, a new player in the AI video space, has captured attention with its impressive growth and valuation. Founded by a former executive from Snap, this startup is making waves with a significant valuation of 1.3 billion dollars. But what does this mean for the future of video technology and AI? **Understanding the Business Model** Higgsfield has quickly established a solid revenue base, reporting a run rate of 200 million dollars annually. This indicates a strong demand for its services and a promising future. The company has also recently reopened its Series A funding, successfully raising an additional 80 million dollars. This move shows confidence in its growth trajectory and a commitment to scaling its operations. **Key Takeaways for Readers** For anyone interested in the intersection of technology and media, there are valuable insights to glean from Higgsfield's journey. You'll learn how strategic leadership and innovative technology can propel a company to rapid success. Understanding the funding rounds can also provide a clearer picture of how startups attract investment in today's marketplace. Additionally, readers will discover

TechCrunchJan 15