Expert insights on AI forensics, technology litigation, and digital evidence
Analysis of emerging issues in AI forensics, digital forensics, and technology litigation for legal, corporate, and regulatory professionals. For regular updates, subscribe to Joe's LinkedIn newsletter, Beyond the Algorithm.
A forensic walkthrough of fine-tuning injection poisoning: how a backdoor was embedded in a language model, why it passes standard benchmarks, and the eight detection techniques that catch it. Full code is open source.
A practical guide for attorneys on finding the right AI expert witness. Covers what to look for by practice area—patent, trade secrets, product liability, discrimination, source code disputes, class action, and breach of contract—plus red flags and key questions to ask.
AI benchmarks are becoming critical evidence in litigation. Learn how AI intelligence is measured, what benchmarks like SWE-bench and GPQA Diamond actually test, how to read AI leaderboards, and five key questions to ask in AI-related discovery.
Model Context Protocol servers allow AI assistants to execute real-world actions on local machines, creating a novel forensic challenge: the "My AI Did It" defense. A framework for investigating AI-mediated actions and establishing user intent.
Introducing Beyond the Algorithm — a newsletter exploring the intersection of technology and risk for legal, corporate, and regulatory professionals. What to expect and why AI forensics matters now.