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Beyond “Prompt and Pray”

O'Reilly on Data

This approach delivers substantial benefits: consistent execution, lower costs, better security, and systems that can be maintained like traditional software. This fueled a belief that simply making models bigger would solve deeper issues like accuracy, understanding, and reasoning. Its quick to implement and demos well.

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How will AI agents be priced? CIOs need to pay attention

CIO Business Intelligence

So far, no agreement exists on how pricing models will ultimately shake out, but CIOs need to be aware that certain pricing models will be better suited to their specific use cases. Lots of pricing models to consider The per-conversation model is just one of several pricing ideas.

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MCP, ACP, and Agent2Agent set standards for scalable AI results

CIO Business Intelligence

Three protocols in particular Model Context Protocol (MCP), Agent Communication Protocol (ACP), and Agent2Agent show promise for helping IT leaders put two-plus years of failed proof-of-concept projects behind them, opening a new era of measurable AI progress , experts contend. What is MCP?

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Agentic AI design: An architectural case study

CIO Business Intelligence

From obscurity to ubiquity, the rise of large language models (LLMs) is a testament to rapid technological advancement. Just a few short years ago, models like GPT-1 (2018) and GPT-2 (2019) barely registered a blip on anyone’s tech radar. That will help us achieve short-term benefits as we continue to learn and build better solutions.

Testing 135
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Digital twins at scale: Building the AI architecture that will reshape enterprise operations

CIO Business Intelligence

When developing AI solutions, training the model and reducing common AI problems like hallucination, data protection, privacy and unlearning the model can be costly on the real system and hence developing a digital twin solution in AI can help to simulate the real system and tune the system before deploying to productionized environments.

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12 AI predictions for 2025

CIO Business Intelligence

Small language models and edge computing Most of the attention this year and last has been on the big language models specifically on ChatGPT in its various permutations, as well as competitors like Anthropics Claude and Metas Llama models.

ROI 141
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Digital transformation 2025: What’s in, what’s out

CIO Business Intelligence

Transformational CIOs continuously invest in their operating model by developing product management, design thinking, agile, DevOps, change management, and data-driven practices. In 2025, CIOs should integrate their data and AI governance efforts, focus on data security to reduce risks, and drive business benefits by improving data quality.