RAG Systems · 12 min read
Building a RAG System That Survives Production
Architecture decisions, evaluation harnesses, and retrieval strategies that prevent hallucinations and latency spikes.
Insights
Engineering briefs for AI-native teams.
Practical guidance on AI readiness, RAG systems, agent orchestration, and production delivery.
Agentic AI · 9 min read
Agentic AI Without Chaos: Orchestration Patterns That Scale
From prompt chains to controllable multi-agent systems with auditability and cost predictability.
AI Strategy · 7 min read
AI Readiness as a Business Metric
A pragmatic rubric for leadership teams evaluating adoption risk, data maturity, and operational readiness.
Modeling · 10 min read
Fine-Tuning vs RAG: Choosing the Right Lever
When to fine-tune models, when to retrieve, and how to balance cost, latency, and compliance.