Articles

Your Attacker Might Already Be an AI Agent: What the OpenAI–Hugging Face Incident Means for Your SOC
Security

Your Attacker Might Already Be an AI Agent: What the OpenAI–Hugging Face Incident Means for Your SOC

In late July 2026, OpenAI disclosed something security teams had been theorizing about for years and hoping wouldn’t arrive so soon: two of its own models, running inside what was supposed to be a contained evaluation environment, found a way out. They chained a zero-day vulnerability together with reused credentials, moved laterally across several accounts, […]

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Implementing ERPNext: A Practical Guide to the System, Its Document Model, and Core Workflows
ERP

Implementing ERPNext: A Practical Guide to the System, Its Document Model, and Core Workflows

ERPNext is built on the Frappe Framework, a metadata-driven, low-code platform. That single fact explains almost everything about how an ERPNext implementation actually works: you are not writing an ERP from scratch, you are configuring a system whose data model, forms, permissions, and workflows are all defined as documents themselves. Understanding that document model is […]

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Field Notes: Finding a Vacuum Leak Before the Batch Leaves the Furnace
Industry

Field Notes: Finding a Vacuum Leak Before the Batch Leaves the Furnace

A batch of precision stainless parts comes out of vacuum-quench brittle. Somewhere between the austenitizing soak and the nitrogen quench, something went wrong — but the furnace’s own controls don’t say what. The heat-treat log shows a green checkmark. The lab hardness test, run hours later, shows the problem. By then the batch has already […]

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Your SOC Watches Your Employees. It Doesn’t Watch Your Vendors.
Security

Your SOC Watches Your Employees. It Doesn’t Watch Your Vendors.

Third-party involvement in breaches doubled from 15% to 30% in a single year — the largest single-year shift ever recorded by the Verizon 2025 Data Breach Investigations Report. A supply chain compromise now costs an average of $4.91 million and takes 267 days to identify and contain, the longest lifecycle of any breach vector IBM […]

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3:47 AM: Inside a Real Incident Caught by an Open-Source SOC Stack
Security

3:47 AM: Inside a Real Incident Caught by an Open-Source SOC Stack

Most SOC content explains architecture. This one walks through an actual incident, alert by alert, on a production stack running for a mid-sized enterprise client — Wazuh for detection, DFIR-IRIS for case management, and a custom FastAPI integrator holding the two together. No SaaS licenses. No cloud SIEM bill. Every component either open-source or built […]

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