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7 signs it’s time to modernize your IT systems

CIO

The bad news, however, is that IT system modernization requires significant financial and time investments. There are multiple examples of organizations driving home a first-mover advantage by adopting and embracing technology modernization when the opportunity presents itself early.” Technology continues to advance at a furious pace.

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LLM benchmarking: How to find the right AI model

CIO

There are two main approaches: Reference-based metrics: These metrics compare the generated response of a model with an ideal reference text. Reference-free metrics: These metrics evaluate the quality of a generated text independently of a reference. This approach enables new possibilities that go beyond classic metrics.

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Agentic AI design: An architectural case study

CIO

There are many areas of research and focus sprouting from the capabilities presented through LLMs. Agentic AI is the next leap forward beyond traditional AI to systems that are capable of handling complex, multi-step activities utilizing components called agents. In 2024, a new trend called agentic AI emerged.

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Ground truth generation and review best practices for evaluating generative AI question-answering with FMEval

AWS Machine Learning - AI

Ground truth data in AI refers to data that is known to be factual, representing the expected use case outcome for the system being modeled. By providing an expected outcome to measure against, ground truth data unlocks the ability to deterministically evaluate system quality.

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There Is Only One Key Difference Between Observability 1.0 and 2.0

Honeycomb

phenomenon We’ve all heard the slogan, “metrics, logs, and traces are the three pillars of observability.” For every request that enters your system, you write logs, increment counters, and maybe trace spans; then you store telemetry in many places. Multiple “pillars” are an observability 1.0 generation. Observability 1.0 is a scalpel.

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Crafting Operational Excellence: Key Considerations in a Search for an Operations Leader

N2Growth Blog

By ensuring that operational procedures and systems are efficiently implemented, the operations executive bridges the gap between strategic intent and practical execution. A data-driven approach is essential, enabling leaders to understand current performance metrics and pinpoint areas for development.

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The targeted approach to cloud and data CIOs need for ROI gains

CIO

Led by Pacetti, the company was able to reduce many variables in a complex system, like online sales and payments, data analysis, and cybersecurity. “We For the first time, it presented us with the opportunity to adopt the cloud for a system that’s not an accessory, but core to the operation of the company.

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