Author: Darcey Hilliard

Tool proliferation in DFIR: Why our toolkits keep growing (and what that really means)

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There’s a moment that shows up in almost every investigation; the quiet realization that you’re about to reach for one more tool. Not because you want to. Not because the tools you already have failed. But because the evidence in front of you doesn’t quite fit the workflows you’re holding. Maybe it’s a cloud artifact that didn’t exist the last time you worked a similar case. Maybe mobile data has crept into what used to be a clean-cut investigation. Maybe the logs exist, but only if you know exactly where and how to extract them.

We’re holding AI to a standard to which we’ve never held humans

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Digital forensic investigators face extreme pressure to deliver accurate results. The stakes in the field are especially high; an error could mean overlooking potential suspects or missing exculpatory evidence . That’s why the use of artificial intelligence in the field isn’t without controversy. Broader societal concerns around the “hallucinations” and inconsistent results produced by generative AI have raised questions about the use of AI in digital forensic investigations.

Shrinking the digital evidence haystack

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The proliferation of digital data and connected devices has had a profound impact on forensic investigations, straining laboratory resources, pressuring budget-conscious jurisdictions to spend more on technology, and worsening evidence backlogs.

Why human validation matters—and why fear doesn’t help 

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There appears to be a growing tension in digital forensics around artificial intelligence. On one side are people excited by what AI can already do—surface patterns at scale, accelerate triage, highlight anomalies no human would realistically find. On the other side are voices urging extreme caution or outright prohibition, often framed as a need to “protect the human element.”

Magnet Automate: Making backlogs disappear for good 

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Law enforcement and investigative teams are inundated with devices, data, and demands. Digital forensics labs are often overwhelmed, leaving critical evidence to languish in long queues and potentially compromising justice. Whether you’re handling several cases a week or hundreds per month, see how Magnet Automate can modernize your lab like never before.