Emerging Technologies:
- Context-aware RAG with dynamic selection (AdaGReS) — Solves the knowledge relevance problem that has kept enterprise AI adoption superficial—enables true reasoning at scale
- Self-hosted serverless in Rust (OpenWorkers) — Breaks the cloud vendor chokehold on serverless computing, enabling edge-first architectures without platform risk
- Multi-agent coordination with choice policies — Enables autonomous systems to operate in unpredictable environments—the robotics deployment unlock
Research Insights:
- Preference strength learning reduces RLHF data requirements by 60%, accelerating model training cycles
- Dynamic scene rendering across space-time could enable real-time 4D content for AR applications
Patent Signals:
- Amazon's agent orchestration patents suggest they're building the 'AWS for AI agents' before others recognize the category