Engineering Insights
Deep dives into platform architecture, automation patterns, and the human side of tech.
Latest Writing
Field notes, deep dives, and diagram suites on infrastructure intelligence, lifecycle governance, and operational AI.
The Rise of Intelligent Delivery Platforms
Why traditional CI/CD pipelines are evolving into AI-assisted operational systems. Exploring the shift from deployment automation to continuous operational intelligence.
The Token Ledger
Estimate token usage, track workload assumptions, and plan AI workload costs with The Token Ledger.
Grounded AI Systems
Comprehensive guide to grounding knowledge in AI systems. Learn RAG, vector embeddings, MCP, agents, and multi-agent architectures. Hallucination problems, retrieval strategies, real-world considerations, and when to use each pattern.
Secure-by-Design CI/CD Is No Longer Optional
How to embed security as a first-class pipeline capability from build-time policy to provenance evidence.
Why Enterprise CI/CD Pipelines Fail at Scale
Most enterprise CI/CD failures are system design problems. A breakdown of where reliability fails and how to fix it architecturally.
From DevOps to Platform Engineering: What Actually Changed
DevOps is a culture. Platform Engineering is an operating model. This piece gets into what that shift changes in day-to-day delivery.
Modernizing Legacy DevOps Toolchains Without Stopping Delivery
A migration model for upgrading enterprise toolchains across teams without disrupting production delivery.
DevOps Troubleshooters for CI/CD Failures
An architecture breakdown of advisory troubleshooters: ingestion, matching, confidence scoring, and human control.
Why XOps Is the Next Step Beyond DevOps
Why XOps is the next operating step for secure, scalable, AI-augmented operations in enterprise platforms.
LLM Sonnet 4.6 Is Here - Closing the Gap with Frontier Models
LLM Sonnet 4.6 overview, capability improvements, and what the model shift means for day-to-day AI engineering.
Software Platforms as Critical Infrastructure: Why Reliability Is Now a Public Interest Problem
How platform teams can treat reliability, governance, and resilience as infrastructure responsibilities.