What Andrej Karpathy and your legal team both get right about vibe coding
Both sides are solving the same problem from opposite ends, and they're missing each other in the middle.
When engineers define "AI-ready," legal inherits the error
Encoding contracts is a legal choice
Agent Governance Toolkit: what it is and why runtime enforcement is the missing layer
The design argument is straightforward: pre-deployment testing evaluates agent behavior against test cases
The Governance Gap: What Harvey Misses
Autonomous agents are changing legal
Death by Dialogue: The Case for Killing the Legal Chatbot
Legal work needs density, not dialogue.
Compliance used to mean documentation. For AI agents, it means something else entirely
Governance needs to be in the architecture conversation, not the incident response.
Not all AI agents carry the same legal risk
Not all AI agents carry the same legal risk. Your governance framework should distinguish between reflex agents, learning agents, and multi-agent systems — because the liability profile is fundamentally different. https://www.databricks.com/blog/types-ai-agents-definitions-roles-and-examples
Observational memory changes the AI governance equation
AI agents are moving from retrieving data to building memories about users. Most privacy frameworks weren't designed for that shift — and the gap is widening fast.
