Interpretability research that looks inside Claude's computations and finds a shared multilingual abstract space, forward-planning when writing poetry, and chain-of-thought explanations that sometimes diverge from the model's actual reasoning.
The Lawyer's qualitative survey of 30 UK firms on innovation investment, R&D mindset, and new business models. Headline: spending is up but innovation fatigue and fear of moving too fast still dominate.
Survey of 150+ in-house lawyers. 99% expect AI to change their role within the year, 90%+ already use GenAI, and 45% rate top 100 firms as poor or terrible value for money.
How the General Counsel role has shifted from legal gatekeeper to strategic power player, with AI and data at the centre of the shift. Useful context for any in-house pitch.
Shoosmiths offers staff a £1m bonus pot if the firm hits one million Copilot prompts. Unusual, aggressive adoption play - worth discussing whether incentives like this actually change behaviour or just generate noise.
Piece on how firms are rethinking partner and associate incentives as AI compresses billable time. Relevant for anyone thinking about comp and career progression structures.
First open-source extractive QA benchmark for the legal domain, with 2,410 questions and manually annotated answers. Useful if you're evaluating retrieval and QA systems against something other than vendor-supplied metrics.
Peter Duffy's round-up. McKinsey showing legal as least optimistic on GenAI, LexisNexis voice AI, GenAI updates from iManage and Litera, and the Clio/Sharedo deal.
Meta launched Llama 4 with two flagship models (Maverick, multimodal frontier; Scout, efficient 10M-context). Now available via IBM watsonx for enterprise deployment.
LTH's adoption study across 100 top-tier firms, breaking down live use, pilots, and tools under consideration. Paywalled, but the category cut is worth the subscription.
Dentons' Rowena Rix on Office Hours - a structured legal tech evaluation programme with synthetic-data testing across six focus areas. Good template if you're designing your own vendor assessment process.
AI Index Report 2025 (PDF)
[Internal AG resource] Stanford HAI's annual AI Index. The single best one-stop reference for the year's AI data on performance, investment, workforce, and policy.
Practical buyer's guide on Word add-ins vs web platforms and closed vs open-ended review systems. Argues closed, checklist-driven review is a better fit for most in-house teams.
Autologyx adds model-agnostic integrations (ChatGPT, Llama, Claude via Bedrock) and a new analytics and reporting engine. Strengthens its position as a workflow layer for legal operations.
Daniel Susskind sets out three reasons work survives AGI: general equilibrium, preference for human process, and moral judgment. Honest about which of these erode as AI improves.
EY sets out six foundational steps for legal departments under pressure - stakeholder engagement, spend analysis, diverse sourcing, talent, risk alignment, tech strategy. Useful framing for client conversations.
2025 State of Corporate Law Departments Report (PDF)
[Internal AG resource] Thomson Reuters' annual deep-dive on in-house team priorities, spend and AI adoption. Useful reference for client pitches and sector insight.
Arrowpoint Advisory reports PE shops competing to build scalable law firm platforms. Expectation is continued growth in legal services deal activity through the year.