Amazon Q Developer: Custom Context Packs for Private Monorepos
A senior-engineer guide to Amazon Q Developer, with production-ready patterns, trade-offs, and practical examples.
Posted inAI AWS Machine Learning
Codebase Embeddings: Refresh Pipelines When Git SHAs Keep Moving
A senior-engineer guide to codebase embeddings, with production-ready patterns, trade-offs, and practical examples.
Posted inAI
Claude Code Workflow: Gate Risky Shell Commands Before CI Runs
A senior-engineer guide to Claude Code workflow, with production-ready patterns, trade-offs, and practical examples.
Posted inAI
Llm Model Routing: Cheap Draft Models Plus Expensive Verifiers
A senior-engineer guide to LLM model routing, with production-ready patterns, trade-offs, and practical examples.
Posted inAI AWS Machine Learning
Rag Evaluation Aws: Hit Rate, Faithfulness, and Cost Curves
A senior-engineer guide to RAG evaluation AWS, with production-ready patterns, trade-offs, and practical examples.
Bedrock Converse Tool Use for Coding Agents: toolChoice Modes and Strict JSON Tool Contracts
Bedrock Converse tool use for coding agents: toolChoice auto/any/tool, strict tool schemas, typed toolResult errors, versioned tools and a safe agent loop.
Cursor Rules Aws Cdk: Stop AI From Inventing IAM Wildcards
A senior-engineer guide to Cursor rules AWS CDK, with production-ready patterns, trade-offs, and practical examples.
LLM Incident Runbooks: Ground On-Call Answers in CloudWatch Signals
A senior-engineer guide to LLM incident runbooks, with production-ready patterns, trade-offs, and practical examples.
Posted inAI
Cursor Rules Typescript: Make AI Edits Stick
A senior-engineer guide to Cursor rules TypeScript, with production-ready patterns, trade-offs, and practical examples.
Node.js Event Loop Lag: Catch p99 Stalls Before Users Feel Them
A senior-engineer guide to Node.js event loop lag, with production-ready patterns, trade-offs, and practical examples.