AI & Enterprise AI20 August 20247 min read
Real-Time AI vs Batch AI — Choosing the Right Latency Profile
The default is real-time. The right choice is often batch. A practitioner view of when each pattern earns its complexity, and how to design for the latency profile your workload actually needs.
AI & Enterprise AI7 May 20247 min read
The Case for Smaller Models in Enterprise AI
The default of routing everything to the largest frontier model is a habit, not a strategy. Open and smaller commercial models have closed enough of the gap that the case for using them is now strong for many enterprise workloads.
AI & Enterprise AI16 April 20248 min read
Fine-Tuning vs Prompting — How to Decide for Enterprise Workloads
The fine-tuning question keeps coming up in enterprise AI conversations. A practitioner framework for deciding when fine-tuning is worth it, when prompting is sufficient, and when retrieval is the actual answer.