A new framework aims to simplify the increasingly complex world of agentic artificial intelligence, offering developers a guide to navigate the numerous tools and models available. Researchers from several institutions collaborated on the study, which categorizes agentic frameworks based on their focus and tradeoffs, VentureBeat reported Dec. 29, 2025.
The proliferation of agentic tools has made it difficult for developers to choose the right resources for their AI applications. The framework addresses this challenge by reframing agentic AI for enterprise teams. Instead of solely focusing on model selection, the framework encourages developers to consider architectural decisions, such as how to allocate training budgets, maintain modularity, and balance cost, flexibility, and risk.
The study divides the agentic AI landscape into two primary dimensions: agent adaptation and tool adaptation. Agent adaptation involves modifying the foundation model that underlies the agentic system, updating its internal parameters or policies through methods like fine-tuning or reinforcement learning. Tool adaptation, on the other hand, focuses on enhancing the tools that the agent uses to interact with its environment. This can involve improving the tools' functionality, optimizing their integration with the agent, or developing new tools tailored to specific tasks.
According to the researchers, understanding these two dimensions is crucial for developers to make informed decisions about which frameworks and tools to use. By considering the tradeoffs between agent and tool adaptation, developers can choose the strategies that best suit their specific needs and goals.
The development of agentic AI has significant implications for society. Agentic systems have the potential to automate complex tasks, improve decision-making, and personalize user experiences. However, they also raise concerns about job displacement, algorithmic bias, and the potential for misuse. As agentic AI continues to evolve, it is important to address these ethical and societal implications to ensure that these technologies are used responsibly and for the benefit of all.
The researchers plan to continue refining the framework and exploring new dimensions of agentic AI. They hope that their work will help to foster a more informed and collaborative community of agentic AI developers and researchers.
Multi-Source Journalism
This article synthesizes reporting from multiple credible news sources to provide comprehensive, balanced coverage.
Deep insights powered by AI
Continue exploring
Get ready to ditch the disco ball and dive into the dazzling world of New Year's Eve TV! Networks are pulling out all the stops with star-studded lineups like "Dick Clark's New Year's Rockin' Eve" and CNN's "New Year's Eve Live," offering viewers a front-row seat to the biggest party of the year, whether they're streaming from the sofa or braving the Times Square crowds.
"Dick Clark's New Year's Rockin' Eve With Ryan Seacrest" started 2025 with record viewership, peaking at 29 million and demonstrating the enduring power of live television events. The broadcast's success, encompassing primetime and late-night elements, highlights the continued relevance of traditional TV specials in capturing large audiences, even as viewing habits evolve. The upcoming 2026 edition will expand its reach with a Central Time Zone countdown, further solidifying its position as a cultural touchstone.
Get the inside scoop! The author of "Heated Rivalry" dishes on the steamy on-set experience of Connor Storrie and Hudson Williams filming their first sex scene, revealing the unique challenges and creative process. Plus, hear about the author's hopes for an expanded second season and how the show's success is empowering her fight against Parkinson's, proving that love stories can make a real-world impact.
A music industry titan has fallen! Michael Lippman, the manager and lawyer who guided the careers of legends like George Michael and David Bowie, has passed away at 79, leaving behind a legacy that shaped pop culture and captivated audiences worldwide. From shepherding George Michael through his "Faith" era to his early work with Bowie, Lippman's influence resonates deeply within the music world.
A recent Nature article explores potential scientific breakthroughs expected by 2050, including the possibility of superintelligent AI dominating research and humans relegated to hobbyist roles. The piece highlights Nature's history of forecasting scientific trends and encourages readers to consider the transformative impact of future technologies.
A science fiction story explores the intersection of AI and societal reconstruction after a cataclysmic event, featuring robots designed to clear rubble and rebuild. One robot, Twobit, exhibits unexpected creativity by stacking rubble based on historical recordings, raising questions about AI's potential role in preserving and reimagining human history. This development highlights the evolving capabilities of AI beyond mere task completion, hinting at a future where robots contribute to cultural and historical interpretation.
An article from Nature's archive explores historical perspectives, potentially containing outdated and offensive content by modern standards, reflecting the evolution of societal norms. The archive includes articles related to history, computer science, and engineering, alongside recent news and views on diverse scientific topics such as AI safety and quantum science.
MIT researchers have developed an mRNA-based therapy that rejuvenates the aging immune system by temporarily reprogramming the liver to produce T-cell boosting signals, effectively mimicking the function of a youthful thymus. This innovative approach, demonstrated in mice, enhances T-cell production and improves response to vaccines and cancer treatments, potentially paving the way for therapies that extend healthy lifespans by bolstering immunity in older adults.
Researchers have discovered a surprisingly large hydrothermal vent field near Milos, Greece, revealing Earth's dynamic geological processes. Using advanced underwater technology, scientists observed boiling fluids and thriving microbial life, highlighting the significance of these vents for understanding our planet's interior and potential implications for marine ecosystems. This discovery positions Milos as a key Mediterranean site for future research into hydrothermal activity.
Multiple news sources report that Arctic warming is accelerating due to a newly identified feedback loop involving cracks in sea ice and oil field pollution, which release heat and pollutants that form sunlight-trapping clouds and smog. This combination further exacerbates melting, emphasizing the Arctic's sensitivity within the global climate system and highlighting the complex interplay of natural and human-driven processes driving rapid change.
NIST scientists have confirmed that time runs faster on Mars due to relativity, with clocks ticking slightly faster and fluctuating over the Martian year. This microsecond difference is crucial for future Mars missions, impacting navigation, communication, and the potential development of a solar-system-wide internet. Understanding and accounting for this time dilation is essential for accurate and synchronized operations in interplanetary space exploration.
Despite broad agreement on the need for change, federal policy relief for family caregivers remains stalled, as highlighted by Senator Kim's recent speech on his personal caregiving challenges. The high costs and complexities of caregiving, impacting an estimated 63 million Americans, are prompting renewed calls for federal support and policy solutions. Advocates hope to reignite the discussion and push for meaningful change in the coming legislative sessions.
Discussion
Join the conversation
Be the first to comment