... Domain-specific language models are displacing LLMs to deliver relevant solutions that provide tangible business value across many business areas and industries. Product leaders should adopt DSLMs to help clients achieve more benefits from GenAI and to develop domain-specific AI agents to address clients ...
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... Access Research Already a Gartner client? An eval-driven development (EDD) approach builds quality into LLM-based applications by surfacing risks of nondeterministic behavior. Software engineering leaders should explore the benefits of EDD to minimize undesirable outputs and hallucinations in GenAI applications ...
... IT systems rely on third-party components and data, from software built on open-source code to LLMs trained on vast public datasets. Proper attribution is essential to maintaining and securing such systems. CIOs can use new tools to validate the digital provenance of code, data, processes and media. ...
... triggers a retry threshold or hits an edge-case reasoning block. Add DeepSeek-V4 to the enterprise open-weight LLM evaluation portfolio. Prioritize non-mission-critical use cases, such as LLM-as-a-judge, synthetic data generation and internal knowledge analysis, to validate performance, cost and governance ...
... and transparency in algorithmic decision making. LLM observability solutions monitor, analyze and provide actionable insights into the behavior and performance of LLMs. They go beyond standard IT measurements, such as response times to look at specific LLM metrics such as hallucinations, bias and token ...
... Despite the rapid advancements and widespread excitement surrounding LLM-based AI agents, many AI agent solutions lack the robustness and maturity needed for effective enterprise use. Leaders and executives responsible for AI should review enterprises’ AI agent readiness gaps and act according to recommendations ...
Analyst(s): Tong Zhang | Leinar Ramos | Mike Fang | Ben Yan | Gary Olliffe
... why it matters and how to future-proof your team and strategy to maintain influence, trust and measurable impact. •Discover how AI-powered search and LLMs will transform PR and earned media — and the strategies you need now •Learn why narrative intelligence is essential for real-time reputation monitoring ...
... DSLMs are outperforming general-purpose LLMs, demonstrating productionized and scalable value. Chief product officers and product leaders must invest in LMOps pipelines that enable parameter-efficient fine-tuning and DataOps that can scale access to new and diverse sources of data. Overview Strategic ...