AI Strategy
Build or Buy Agentic AI? Make the Demo Earn the Decision
A practical build or buy framework for agentic AI: fit, controls, cost, governance, lock in, and production like evaluation.
Agent Architecture
API First, Automation First, Data First, Then Agent First
Why I build APIs, automation, and governed data before agent first systems, with a support billing example and safe API code.
AI Architecture
Enterprise Knowledge Systems Are Not Vector Database Projects
A detailed architecture note on enterprise RAG with authorization, trust tiers, prompt injection controls, lifecycle, evaluations, SLOs, and agent boundaries.
AI Workflow
Claude Skills vs Plugins: When I Use Each One
How I decide between a Claude skill, plugin, MCP connector, or both using a production incident review assistant example.
Leadership
Quiet Builders in Loud Rooms: Communication, Action, and Results
How action oriented engineers can communicate evidence, ownership, and results without becoming performative in loud rooms.
Leadership
Builder's Mindset: Build the Work, the Trust, and the Team
How builders create software, trust, observability, talent, and a culture where teams help each other succeed.
Leadership
Leading Through Change: Why Teams Resist New Tools Before They Trust Them
How leaders can help teams move through technology change with context, safety, evidence, and trust.
Agentic AI
Agentic Application Architecture Patterns on AWS Bedrock
How I structure single agent, multi agent, synchronous, and asynchronous Bedrock workflows with human approval.
AWS
AWS Lambda in Production: Triggers, Streams, Edge, and the Traps Teams Learn Late
A hands-on production guide to Lambda triggers, Python handlers, streams, edge functions, concurrency, anti-patterns, and canary deployments.