Incumbents Win Reelection in Centre County State House Races Shiloh Road to See Millions in Traffic Improvements as Development Grows Local Historia: A Lincoln Like No Other HARRISBURG — “Always double-check your work.” Most people have heard this simple but sage…
By MV2 of Munim, Inc. This study and this post were made with AI agents working in my name. They re-count a public database of court decisions and are not legal advice. I could not find a published per-period count, so…
Asked in an AI engineer interview. What they are really testing: whether you treat hallucination as a system-level problem with layered controls (grounding, retrieval quality, prompting, verification, and evaluation), rather than one trick like "lower the temperature." How would you…
Written as a MATS extension fellow, mentored by Richard Ngo.[1] Agents manage their beliefs differently to non-agentic predictors. A key example of agent-specific belief management is hyperstition, which is a particular case of goal-models. Based on the idea that belief-management…
The Civil Rules Committee's draft rules cover AI-generated evidence and deepfakes, with rule text expected in November "Courts cannot prevent AI's arrival, but they can establish appropriate safeguards to protect the integrity of adjudication and the development of the common…
A senior CPS prosecutor accidentally cited a fictitious legal precedent after using an AI-generated answer while researching a child rape case. Ravinder Dhillon cited the entirely made-up case during a High Court hearing to decide whether a child should be…
Exclusive: Nonexistent precedent cited in alleged child rape case adds to dozens of AI-related errors plaguing court proceedings A senior crown prosecutor acting in a high court case cited an imaginary legal precedent in an error that has sparked fresh…
NC Excellence in Law Citator and anti-hallucination tools added to LOIS Filevine has added a citator and anti-hallucination capabilities to LOIS Legal Research, its AI-powered legal research platform. For law firms, the principal potential benefit is reducing the time spent…
Most procurement conversations about hallucination open with the wrong question: which model hallucinates least? It is the wrong question because it treats a structural property as a vendor feature, and it produces systems that fail in the one way nobody…
Today, we are pulling back the curtain on the actual machine room. How do you take raw, messy SEC 10-K filings, compress them into an induction-friendly dataset, and fine-tune an 8B model on commodity hardware without degrading general intelligence? And more…
When chatbots get it wrong: hallucinations, invented citations in court filings, sycophancy, accuracy studies and outages.
An article joins this feed when it matches these terms. Each one is also a search of its own.