The vibe coding guy says vibe coding is passé
Karpathy says vibe coding is passé. The new term is "agentic engineering" — and for legal and product teams, the distinction is a governance question, not a branding one.
AI models that debate themselves are dramatically more accurate
Google research shows AI models that simulate internal debates dramatically outperform those that reason in monologue. For governance teams, the implication is clear: if dissent drives accuracy, hiding the chain-of-thought undermines trust.
RAG isn't dead, it just got rebranded as context engineering
RAG didn't die — it got rebranded as "context engineering." Kinda...
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.
Get ahead of the skill library problem now
What compliance teams haven't figured out yet is that they own this problem.
2026 means stabilizing AI tools, not launching new ones
2026 isn't about new AI capabilities — it's about stabilizing the ones we already have. For product counsel, governance built on shifting tools is governance built on sand.
Law-following AI turns legal compliance from afterthought into architecture
The authors suggest treating AI agents as "legal actors" — entities that bear duties — without granting them legal personhood.
The real satisfying bottleneck in enterprise AI isn't the model
Contextual AI's Agent Composer makes the case that the real enterprise AI bottleneck isn't the model — it's context, auditability, and governance baked into the infrastructure from day one.
