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From Vague Request to Structured Contract Workstream
How to use a Claude or Codex skill to turn incomplete contract review requests into structured workstreams
10 hrs ago
•
Leonid Prilutskiy
The Post-Executed Contract Intelligence Framework
"AI contract review" is six different problems being lumped into one category. Here's the breakdown.
Jul 13
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Leonid Prilutskiy
1
The $50,000 Mistake – Why OCR Quality Can Cause LLMs to Fail on Enterprise Contracts
Why OCR quality decides what contract AI can do — and the three failure modes, ranked by how hard they are to catch.
Jul 6
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Leonid Prilutskiy
1
June 2026
What Is Post-Executed Enterprise Contract Intelligence?
The three ideas behind it — post-execution, enterprise scale, and contract intelligence — and why your already-signed agreements are full of untapped…
Jun 28
•
Leonid Prilutskiy
1
Everyone in Contract AI Suddenly Has a “Benchmark.” Here’s How to Read One.
Four different things "benchmark" can mean in contracts AI — and how to tell real evidence from marketing.
Jun 21
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Leonid Prilutskiy
1
What Happens When You Ask AI to Extract Contract Metadata at Scale
A first benchmark on the gap between one-contract demos and contract-population workflows.
Jun 15
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Leonid Prilutskiy
1
The contracts AI announcements keep coming. They’re not solving the same problem.
The market is converging on contracts AI. But 'contract intelligence,' 'agentic workflows,' and 'practice-area plugins' aren't the same thing — or where…
Jun 7
•
Leonid Prilutskiy
1
1
May 2026
The Announced M&A Deal is the Worst Lead You'll Get All Year
Why M&A announcements are a misleading signal for anyone trying to originate contract work — and what actually predicts demand.
May 31
•
Leonid Prilutskiy
April 2026
Replaying an Old Assignment Through an Agents Lens
A few years into my career at Axiom, I was handed an assignment that seemed simple on the surface: put together a newsletter.
Apr 6
•
Leonid Prilutskiy
1
1
March 2026
AI Agents: Getting More Done Isn’t the Same as Creating Value
Article 7 in a series on building with and using AI tools as a non-native technologist
Mar 29
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Leonid Prilutskiy
1
Where in the Stack Should You Build?
At one point I had created a library of over 50 SQL and Opensearch template queries I used each week to wrangle up data for ML training.
Mar 22
•
Leonid Prilutskiy
1
There Are No Laws, Only Principles
Highlights:
Mar 15
•
Leonid Prilutskiy
1
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