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Escaping POC Purgatory: Evaluation-Driven Development for AI Systems

O'Reilly on Data

Weve seen this across dozens of companies, and the teams that break out of this trap all adopt some version of Evaluation-Driven Development (EDD), where testing, monitoring, and evaluation drive every decision from the start. What breaks your app in production isnt always what you tested for in dev! The way out?

Testing 168
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Our Favorite Questions

O'Reilly on Data

We do so out of genuine curiosity as well as professional necessity: Q is an ML/AI consultant, Chris is a product manager in the AI space, and Shane is an attorney. The opinions presented here are personal, do not reflect the view of our employers, and are not professional product, consulting, or legal advice. A lot of questions.

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5 common consultant negotiation tactics and how to protect your interests

CIO Business Intelligence

To execute a successful digital transformation initiative, you are likely to establish consulting provider relationships. Unfortunately, many organizations find themselves susceptible to the tactics used by consultants to manage their risk and optimize a commercial arrangement to their benefit. This takes planning.

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18 Examples Of Big Data Analytics In Healthcare That Can Save People

datapine

If you put on too many workers, you run the risk of having unnecessary labor costs add up. Every patient has his own digital record which includes demographics, medical history, allergies, laboratory test results, etc. All this vital information can be coupled with other trackable data to identify potential health risks lurking.

Big Data 364
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7 ways gen AI can create more work than it saves

CIO Business Intelligence

And we’re at risk of being burned out.” Woolley recommends that companies consolidate around the minimum number of tools they need to get things done, and have a sandbox process to test and evaluate new tools that don’t get in the way of people doing actual work. But it’s also nice for employees to have some personal autonomy. “If

IT 141
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AI agents will transform business processes — and magnify risks

CIO Business Intelligence

Adding smarter AI also adds risk, of course. “At The big risk is you take the humans out of the loop when you let these into the wild.” When it comes to security, though, agentic AI is a double-edged sword with too many risks to count, he says. “We That means the projects are evaluated for the amount of risk they involve.

Risk 136
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Application Development Consulting Helps Companies Get the Most of AI

Smart Data Collective

Many of them have utilized many management programs but finding the most best application without the assistance of an experienced consultant can be a challenge. Some new consulting agencies specialize in helping companies select the best applications. What are application consulting services and can they help with your AI strategy?