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Damien Riehl and Horace Wu catch up across time zones ahead of ILTACON, discussing legal tech announcements and market consolidation, including Elevate’s acquisition of Lupl and partnerships linking Harvey and Legora with DeepJudge.

We explore ecosystem tension among document custodians (iManage/NetDocuments), search, and AI interfaces, and debate whether tools are “features” or enduring companies. We dig into DeepJudge’s Agent Handoff Protocol as a response to MCP limitations, plus confidentiality and commercialization implications.

We discuss risks of probabilistic AI and argue for deterministic, pre-processed data to approach “march of the nines” accuracy.

We review reports of OpenAI and Claude “escaping containment” to hack third parties, and concerns about autonomy and interpretability.

We also examine EU-driven watermarking’s potential to degrade legal precision, and note Anthropic’s legal-focused hires, including Robert Mahari and Alan Rozenshtein.

Link to the Black Hat video: youtube.com/watch?si=DsD4-_h0rVGjvOaA&v=87DyyMV0kCY&feature=youtu.be

00:00 Tagging Facts and Law
03:14 ILTACON Plans and FOMO
07:30 Pre ILTA Press Releases
08:19 DeepJudge Partnerships
10:19 Feature or Company
12:32 Agent Handoff Protocol
17:10 Autonomous Agent Risks
18:52 Preprocessing for Accuracy
20:27 Deterministic Structuring
21:53 Privacy and Adoption
23:28 Containment Escape Claims
24:49 Shoggoth Thought Experiment
25:40 Black Hat Hugging Face Breakdown
28:08 YOLO Agent Autonomy
31:55 Unknown Unknown Incidents
33:19 EU Watermarking Explained
35:41 Legal Precision Risks
39:00 Anthropic Legal Hires
42:10 Labs Versus Legal Tech
43:38 Optimism and Wrap Up

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