Amazon Q Ide Customization: Customizations That Respect CODEOWNERS Boundaries
A senior-engineer guide to Amazon Q IDE customization, with production-ready patterns, trade-offs, and practical examples.
Secret-Aware Context Filters: Stop AI Editors and Agents From Shipping Your Keys
Stop AI editors leaking secrets: .cursorignore and Claude Code Read deny rules, a prompt-blocking hook, stable-placeholder redaction, output egress checks and AWS key rotation.
Bedrock Throughput Provisioning: Avoid Throttles During Sev-1 Incidents
A senior-engineer guide to Bedrock throughput provisioning, with production-ready patterns, trade-offs, and practical examples.
Posted inAI
Llm Output Validation: Parse Trees Before Accepting Any Patches
A senior-engineer guide to LLM output validation, with production-ready patterns, trade-offs, and practical examples.
Step Functions Multi-Agent: Multi-Agent Coding Pipelines With Human Approval Gates
A senior-engineer guide to Step Functions multi-agent, with production-ready patterns, trade-offs, and practical examples.
Posted inAI
Ai Coding Tool Evaluation: Blind A/B Tests on Real Tickets
A senior-engineer guide to AI coding tool evaluation, with production-ready patterns, trade-offs, and practical examples.
Openapi Node Sdk Generation: OpenAPI-Driven Clients LLMs Cannot Hallucinate
A senior-engineer guide to OpenAPI Node SDK generation, with production-ready patterns, trade-offs, and practical examples.
AI On-Call Copilots: Suggest Runbooks Without Mutating Production
A senior-engineer guide to AI on-call copilots, with production-ready patterns, trade-offs, and practical examples.
Posted inAI AWS System Design
Secure AI Sandboxes: Ephemeral ECS Tasks for Agent Tool Execution
A senior-engineer guide to secure AI sandboxes, with production-ready patterns, trade-offs, and practical examples.
Ai Terraform Plan Review: Plan Diff Gates Before Any Apply Runs
A senior-engineer guide to AI Terraform plan review, with production-ready patterns, trade-offs, and practical examples.