AI-Assisted Code Review Without Losing Engineering Accountability
A practical review model that combines deterministic tools, bounded AI assistance and accountable human engineering judgment.
Read article →Engineering articles
Practical writing about AWS, DevOps, observability and reliable platform modernization.
Publications
AWS Config for Multi-Account Governance: Compliance, Change History and Remediation
Design AWS Config across accounts and regions for useful inventory, testable compliance, change evidence and controlled remediation.
Read article →How Modern Systems Integrate: APIs, Webhooks, Events and Queues
A practical guide to choosing APIs, webhooks, queues and events according to timing, coupling, delivery and operational requirements.
Read article →Load Testing with Locust: Workload Models, Latency Percentiles and Bottleneck Analysis
Use Locust to model realistic workloads, evaluate latency percentiles and find system bottlenecks without drawing false conclusions.
Read article →Modernizing Legacy Commerce Delivery: From Fragile Builds to Reliable Pipelines
Modernize legacy commerce delivery incrementally with reproducible builds, immutable artifacts, separated risks and observable releases.
Read article →Structuring Production-Ready Bash Scripts with a Main Function
Structure dependable Bash automation with an explicit entry point, strict validation, cleanup, safe failure behavior and automated checks.
Read article →Reliable Log Shipping with Fluent Bit: Buffering, Backpressure and Failure Recovery
Build a resilient Fluent Bit pipeline with durable buffering, bounded retries, backpressure controls and observable failure recovery.
Read article →Responsible AI in Practice: Fairness, Human Dignity and Engineering Decisions
How to turn responsible AI principles into measurable engineering controls, meaningful human oversight and accountable production decisions.
Read article →Structured Logging Done Right: Trace Context, PII Redaction and Retention
Design structured logs as a reliable contract with trace context, controlled cardinality, PII protection and intentional retention.
Read article →Terminal Productivity for Platform Engineers: Safe Automation, Search and Reproducible Workflows
Improve platform-engineering terminal workflows through narrow search, visible context, reproducible automation and deliberate safeguards.
Read article →Webhooks vs Event-Driven Architecture: Reliability, Retries and Idempotency
Choose between webhooks and brokered events by making delivery guarantees, retries, idempotency, security and recovery explicit.
Read article →Safely Modernizing Legacy Platforms: Compatibility, Migration Gates and Rollback
A practical framework for upgrading legacy platforms with explicit compatibility evidence, controlled migration gates and rehearsed recovery paths.
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