Memory is where many AI systems quietly lose their dignity. A user corrects an agent. A compliance rule changes. A contract clause is clarified. A retrieval system finds a newer document that contradicts an older one. The system must decide what to do with the new information. Should it update because the world has changed, or revise because its earlier belief was wrong? ...
Legal teams do not usually ask for AI that sounds clever. They ask for AI that does not accidentally invent a statute, misread a precedent, or confidently advise someone into a procedural ditch. That makes legal AI an awkward domain for large language models. The model may be fluent. The law, inconveniently, is not graded on fluency. It is graded on source, jurisdiction, timing, interpretation, and traceability. A beautiful answer with the wrong legal basis is not “almost useful”. It is professionally radioactive. ...