10 articles
Hugging Face disclosed an AI-driven intrusion through its dataset pipeline. Lessons on hosted model guardrails, local forensics, and treating data processing as attack surface.
OpenAI's internal GPT-Red red-teaming model shows how automated prompt injection testing scales. Practical steps for businesses deploying Copilot, agents, and AI connectors.
Microsoft's record July 2026 release reflects AI-assisted vulnerability discovery. What MSPs and SMBs should change in triage without freezing from volume anxiety.
Anthropic's April 2026 Project Glasswing put Claude Mythos Preview to work finding critical flaws with major vendors. What that means for downstream patching at ordinary SMBs.
Cursor and similar tools can speed up PowerShell and bash work for MSPs, but only if you review output, protect secrets, and treat suggestions as starting points.
By Michael NarehoodMicrosoft 365
What Copilot actually costs, how it uses your tenant data, and when it helps small teams versus generating expensive drafts nobody trusts.
DeepSeek's R1 models got ops and dev teams paying attention. Here is why, plus sober notes on local vs API use and why client data does not belong in random endpoints.
Apple Intelligence landed in late 2024 with on-device models and Private Cloud Compute. What MDM admins should decide before enabling it on managed devices.
OpenAI's o1 preview changed how some tasks get done. Here is what is different from ChatGPT, where the cost makes sense, and where it is overkill for everyday MSP work.
By Michael NarehoodConsumer Tech
Microsoft delayed Recall for Copilot+ PCs after privacy pushback. Here is what the feature does, why it spooked security folks, and how to evaluate new hardware.
