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February 2025 AI Recap: Key Developments and Trends

Key Themes This Month

1. On-Device AI Maturity

  • NPUs becoming standard in new PCs
  • Phi-3 and similar SLMs enabling local inference
  • Windows AI features expanding

2. Hybrid Search Evolution

  • Vector + keyword + sparse becoming standard
  • Quantized vectors for cost savings
  • Adaptive query routing

3. Streaming AI Patterns

  • Real-time inference at scale
  • Event-driven AI architectures
  • Sub-100ms latency achievable

4. Framework Consolidation

  • Semantic Kernel gaining traction
  • LangGraph for complex workflows
  • AutoGen for multi-agent systems

Looking Ahead to March

Expect focus on:

  • Microsoft Build 2025 preparations
  • AI governance frameworks
  • Enterprise AI adoption patterns
  • RAG 2.0 production deployments

Stay tuned for more technical deep-dives in the coming month.

Michael John Peña

Michael John Peña

Data & AI Director and Microsoft MVP based in Sydney. Writing about Microsoft Fabric, Azure, data engineering, and AI.