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Field notes from the desks where AI meets regulated work, what's actually changing in documentation, diligence, and markets operations.
Featured · Q3 2026
The margin terms blind spot: what the 2024 CSA cycle revealed
A single regulatory deadline over equity options margining left the market in limbo for most of 2024, and exposed how few firms can answer, portfolio wide, which thresholds and CSAs it actually touched. We analyze why margin terms drift out of sight after execution, what it costs when volatility returns, and the monitoring architecture that closes the gap.
Repapering at scale: what ISDA migrations teach us about AI readiness
Every repapering wave exposes the same weakness, most firms can't say what's actually in their back book. The ones that solved extraction before LIBOR hit spent the cycle in control of their timeline, not chasing it.
Legal operationsFrom CLM selection to CLM adoption: why implementations stall
Selection has a budget and a finish line; adoption doesn't. Gartner found 80% of well sponsored CLM programs still miss their goals, because most break three to nine months after go live, not at launch.
Deal advisoryDue diligence in hours, not weeks: rebuilding the deal review stack
The average M&A due diligence period has stretched to 203 days, yet deals in the 139 day zone close more often and return more. The redesign that gets teams there: structured extraction and risk based routing, not just faster reading.
Trading documentationStanding orders as living documents
A standing order is functionally a contract, but it's usually written once and left to drift. Regulators are now finding the gap directly: stale mandates, uncalibrated controls, settlement instructions nobody's reviewed in years.
AI governanceThe build vs buy question for regulated AI
A vendor can promise confidentiality; it can't accept your regulatory accountability. A working framework for what to buy off the shelf, what to build or enclave, and where the two meet in the middle.
Legal operationsKnowledge management that lawyers actually use
Most lawyers don't search the precedent database, they ask a colleague or draft from memory. The fix isn't better search. It's collapsing the distance between where the knowledge lives and where the drafting happens.
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