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ExternalSoftware Engineering
DZone

AI Architectures That Drive Real Business ROI

In this article, I'll try to give practical insights for choosing the right AI architecture for impact, not just experimentation.  Companies are spending heavily on AI. Many are still struggling to show clear business returns. The most common reason is not the model; it is the architecture. Teams often jump straight to multi-agent systems or "autonomous AI" because those terms sound advanced. In reality, a well-designed decision intelligence system or a focused single-agent architecture often de

DZoneRead original
ExternalCloud
Cloudflare Changelog

Workflows, Workers - Delete Workflow instances individually or in batches

You can now delete one or up to 100 Workflow instances and their stored state via the Workflows API or Wrangler 4.125.0 and later. Deleting an instance frees its stored state and stops its current execution. Storage billing is based on the average daily peak. Delete one instance by calling delete() on its handle: const instance = await env.MY_WORKFLOW.get("instance-abc"); await instance.delete(); If a Workflow deletes its own instance, execution stops during await instance.delete(). Code after

WorkflowsWorkers
Cloudflare ChangelogRead original
External
The Hacker News

Can You Prove a New CVE Is Exploitable Before Attackers Do? Learn How in This Webinar

A new CVE drops. Your scanner finds it. The severity score looks ugly. But that still does not answer the question that matters: Can it actually be exploited in your environment? Mythos-class AI is compressing the time between disclosure and working exploitation, while many security programs still validate risk on weekly or quarterly cycles. The dangerous gap is no longer just technical. It is

The Hacker NewsRead original
External
The Hacker News

CISO's Expert Guide to Agentic Pentesting for Websites

Attackers now weaponize new vulnerabilities in about five days (Mandiant, part of Google Cloud). The median organization takes 43 days to patch one (Verizon DBIR 2026). A new free guide explains how autonomous AI agents are closing that gap, and what security leaders must demand before pointing one at production. TL;DR Exploitation is now the front door. It starts 31% of breaches (Verizon DBIR

The Hacker NewsRead original

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