Blog
Notes from the field: cloud, AI, leadership, and building startups.
Generating OpenAPI Specs from Natural Language with Kiro
How Kiro transforms plain-English API requirements into production-ready OpenAPI specifications, eliminating weeks of manual spec writing.
Claude Streaming Patterns for Real-Time Applications
Implementing server-sent events and streaming responses with Claude for responsive user experiences with proper error handling and backpressure.
Distributed Tracing Across 47 Microservices with OpenTelemetry
How we implemented end-to-end distributed tracing with OpenTelemetry, reducing debugging time from hours to minutes across our service mesh
Feature Flags and the Experimentation Culture
How to build a feature flag system that enables rapid experimentation, safe rollouts, and data-driven product decisions at startup speed
GCP VPC Service Controls for Data Exfiltration Prevention
Implementing VPC Service Controls to create security perimeters that prevent data exfiltration from Google Cloud services even with valid credentials
Reducing LLM Inference Costs by 73% with Smart Batching
Practical strategies for cutting LLM inference costs through intelligent request batching, model routing, and prompt optimization without sacrificing quality.
Negotiating Cloud Credits and Vendor Contracts as a Startup
Practical playbook for startup CTOs to secure cloud credits, negotiate SaaS contracts, and optimize vendor spend during early growth stages.
The Technical Strategy Document That Aligned 6 Teams in One Week
A proven technical strategy document template that creates alignment across engineering teams, with real examples, structure, and the process for getting buy-in fast.
Private Service Connect: Eliminating Public IPs Across GCP Service Architectures
Implementing Private Service Connect for zero-trust networking across GCP services, third-party APIs, and cross-organization connectivity without public IP exposure.
Using Kiro to Identify and Fix Performance Bottlenecks
Kiro profiles application performance, identifies bottlenecks through code analysis, and generates optimized implementations with measurable before/after benchmarks.
Managing AWS and GCP from a Single Terraform Codebase with Workspace Isolation
How to structure a multi-cloud Terraform repository using workspaces, provider aliasing, and state isolation for AWS and GCP without losing your sanity.
When to Hire an Engineering Manager vs. a Tech Lead
How to determine whether your team needs people leadership or technical leadership, and how to structure the roles when you need both
AI-Powered Code Review That Catches What Humans Miss: Architecture Violations and Security Flaws
How we built an AI code review system that catches architecture violations, security flaws, and subtle bugs that slip past human reviewers in 92% of cases.
Zero-Trust Network Architecture on AWS: Implementing Verified Access at Scale
How we eliminated implicit trust across 200+ microservices using AWS Verified Access, reducing lateral movement risk by 94%
AI Fraud Detection with Graph Neural Networks
Using graph neural networks to detect fraud by modeling transaction relationships, account networks, and behavioral patterns in financial systems
Document Understanding Pipelines with Claude Vision
Building production document processing systems with Claude multi-modal capabilities for OCR, extraction, and intelligent document understanding.
Building Documentation Habits That Actually Stick
Why most documentation initiatives fail and a practical system for creating a self-sustaining documentation culture in engineering teams.
AI-Assisted Incident Response and Runbook Generation with Kiro
Kiro generates context-aware runbooks and assists during live incidents by correlating logs, metrics, and deployment history to accelerate root cause analysis.
Your First 10 Engineering Hires Define Your Culture for Years. Choose Wisely.
A hiring framework for early-stage startups making their first 10 engineering hires, with role sequencing, interview patterns, and the cultural amplification effect.
Managing Outsourced Development at a Startup
How to work effectively with external development teams without losing quality, velocity, or control over your technical direction
AWS Security Hub Centralized Findings Management at Scale
Deploying AWS Security Hub across multi-account organizations with custom insights, automated remediation, and finding aggregation strategies
Running 5000+ DAGs in Cloud Composer: Scaling Airflow on GCP Without the Pain
How to scale Cloud Composer to handle thousands of DAGs with optimized scheduler configuration, worker autoscaling, and operational patterns that prevent failure.
Cloud NAT Cost Traps and How We Reduced Egress Charges by 45%
A deep dive into GCP Cloud NAT pricing pitfalls, hidden egress costs, and the 5 optimization strategies that cut our networking bill by 45% at scale.
NAT Gateway Alternatives That Saved $42K/Month in Egress Costs
NAT gateway alternatives and optimization patterns that reduced egress costs from $54K to $12K per month without sacrificing security.
Technical Strategies for Executing a Pivot Without Rebuilding From Scratch
How to reuse, repurpose, and restructure your existing codebase when your startup pivots to a new market or product direction.
AWS Secrets Manager Rotation Patterns: Zero-Downtime Credential Rotation at Scale
How we automated credential rotation for 140+ secrets across databases, API keys, and service accounts with zero application downtime using multi-user and staged rotation strategies.
RAG Pipeline Architecture with Claude for Enterprise Knowledge
Building production-grade retrieval-augmented generation systems with Claude, covering chunking strategies, retrieval quality, and answer grounding.
Engineering Team Knowledge Sharing Practices
How to build sustainable knowledge sharing habits that prevent single points of failure, accelerate onboarding, and make your entire team more resilient
Reading Morale Signals in Remote Engineering Teams Before It Is Too Late
A systematic framework for detecting morale decline in distributed teams using behavioral data, communication patterns, and leading indicators that predict attrition.
Living Documentation That Updates with Code Changes Using Kiro
Kiro generates and maintains documentation that stays synchronized with your codebase, eliminating the perpetual drift between docs and implementation.
