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ExternalSoftware Engineering
DZone

Workflows vs AI Agents vs Multi-Agent Systems: A Practical Guide for Developers

When I first started building AI applications, I kept hearing the same words everywhere: workflows, agents, and multi-agent systems. At first, they all sounded like different labels for the same thing. After all, in every case, you are still calling an LLM, sending some context, and getting something back. That assumption turns out to be one of the easiest ways to design the wrong system.

DZoneRead original
ExternalTechnology Trends
The Verge Tech

The best early Amazon Prime Day deals so far

The products pictured here aren’t on sale, but we certainly hope they will be soon. | Image: Alex Parkin / The Verge Amazon’s earlier-than-usual Prime Day doesn’t begin until June 23rd, but there are several even earlier deals on must-have products that you can check out right now. To name some examples, Apple’s AirPods Pro 3 are selling at their cheapest-ever price. Also, you can grab Ring’s latest battery-powered doorbell for $60 off and it includes a free Indoor Cam Plus with purchase. Whil

The Verge TechRead original
ExternalTechnology Trends
The Verge Tech

Trump’s Anthropic shutdown just made the case for non-American AI

At Washington's request, Anthropic suddenly took its newest and most powerful AI models offline over the weekend. The American company said it had little choice after the White House demanded it block access for all foreign nationals, including its own employees. Abroad, the incident offered a sobering reminder that the US not only dominates frontier AI - its government also wields power over who gets to use it. The Trump administration's action was swift, sweeping, and imposed with little warn

The Verge TechRead original
ExternalAI
AWS Machine Learning Blog

AI Agent Failure Detection and Root Cause Analysis with Strands Evals

In this post, we walk you through calling the detector functions to diagnose real agent failures. You learn how to interpret their structured output: categorized failures with confidence scores, causal chains linking root causes to downstream symptoms, and fix recommendations specifying whether a change belongs in your system prompt or tool definitions. You also learn how to integrate detection into your evaluation pipeline for automated diagnosis on every test run.

Amazon BedrockIntermediate (200)Technical How-to
AWS Machine Learning BlogRead original
ExternalAI
NVIDIA Technical Blog

Fine-Tuning Biological Foundation Models with LoRA Using NVIDIA BioNeMo Recipes

Foundation models are reshaping computational biology. Pretrained on massive corpora of protein or genomic sequences, models such as ESM2 (a protein language... Foundation models are reshaping computational biology. Pretrained on massive corpora of protein or genomic sequences, models such as ESM2 (a protein language model) and Evo 2 (a DNA language model) capture statistical regularities of biological sequences. These transfer well to a wide range of downstream tasks, including structure predic

NVIDIA Technical BlogRead original
ExternalTechnology Trends
The Verge Tech

Google Chrome is closing the loopholes that let old ad blockers keep working

Google Chrome version 150 and 151, expected in late June and July, respectively, will cut off support for the last remaining workarounds for running older ad blockers, 9to5Google reports. Google phased out support for ad-blocking extensions built for Manifest V2, like uBlock Origin, in 2024. At that point, most Chrome users either switched to newer Manifest V3 ad blockers like uBlock Origin Lite or switched to a different browser. Google is now removing the final bits of code referencing its pr

The Verge TechRead original

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