Emerging Technologies:
- Autonomous security testing (Shannon/KeygraphHQ) — First AI system to exceed human-level performance in a complex security domain—this is the template for how AI agents will colonize other professional services
- Secure AI interpreters (Pydantic's Monty) — Solves the production deployment problem for code-generating AI—enabling enterprises to safely run agent-generated code without sandbox escapes
- Local multimodal streaming (MiniCPM-o) — Gemini 2.5 Flash performance without cloud dependencies breaks the latency-privacy trade-off that's kept multimodal AI centralized
Research Insights:
- 'Agentic Uncertainty Reveals Agentic Overconfidence' shows AI agents systematically underestimate their uncertainty while appearing more confident—critical for risk management in autonomous systems
Patent Signals:
- GitHub's Agentic Workflows positioning suggests Microsoft is betting the development pipeline itself becomes the AI interface—not just copilot assistance but full autonomous development