Why Your AI Tests Pass and Production Breaks
Your AI test suite is green. Assertions pass. Users are still filing tickets. The gap between testing and evaluation is …
SLOs: When the Number on Your Dashboard Actually Does Something
Most reliability targets are wishes on a slide. SLOs with error budgets change how teams ship, how they alert, and when …
AI Code Generation: What the Velocity Numbers Hide
AI coding assistants make your team faster at producing code. Whether that code is correct, secure, and maintainable is …
Conversational AI: Voice and Chat Architecture
The architecture of conversational AI that actually works beyond the demo. Voice pipelines, latency budgets, guardrails, …
Data Mesh in Practice: Ownership Before Tooling
Focusing only on the technical architecture of a data mesh guarantees failure. Success requires genuine team autonomy …
API Security: What Your WAF Can't See
Traditional WAFs cannot protect against broken object-level authorization, your largest API attack surface.
Legacy Monolith Migration: Strangler Fig and CDC
Stop trying to rewrite the monolith all at once. Decouple it incrementally using event streaming.
Incident Runbooks That Work Under Pressure
Runbooks that no one reads are just documentation. Effective runbooks are executable infrastructure.
GitOps Beyond Kubernetes: Terraform, DBs, and Policy
Declarative desired state belongs everywhere, not just in Kubernetes clusters.
Database Migration Without Downtime
Application migrations are straightforward. Database migrations require careful CDC replication, integrity validation, …
Data Lake Governance: From Swamp to Data Products
Dumping files into S3 without metadata turns a data lake into an unqueryable cost center.
Data Contracts: Schema Changes Without the Breakage
Without data contracts, schema changes are unpleasant surprises. With them, they are coordinated, tested events.