Parser-Differential on LegalRealist AIhttps://legalrealist.ai/tags/parser-differential/Recent content in Parser-Differential on LegalRealist AIHugo -- gohugo.ioenhi@legalrealist.ai (LegalRealist AI)hi@legalrealist.ai (LegalRealist AI)© 2026 LegalRealist AITue, 02 Jun 2026 00:00:00 +0000Lying Spreadsheetshttps://legalrealist.ai/posts/35-parser-diff-attack/Tue, 02 Jun 2026 00:00:00 +0000hi@legalrealist.ai (LegalRealist AI)https://legalrealist.ai/posts/35-parser-diff-attack/Excel custom number formats let a cell store one value and display another. Every extraction library reads the stored value. Every LLM platform I tested shifted from ‘do not pursue’ to qualified interest on the same file.When Documents Are the Attack Surfacehttps://legalrealist.ai/posts/36-when-ai-is-the-attack-surface/Sat, 23 May 2026 00:00:00 +0000hi@legalrealist.ai (LegalRealist AI)https://legalrealist.ai/posts/36-when-ai-is-the-attack-surface/The attack surface isn’t AI — it’s the documents AI processes. Prompt injection in discovery, adversarial inputs delivered through Rule 34 productions, and the cybersecurity gaps firms create by piping untrusted content through LLM pipelines.