Glue Bedrock Rag: Offline Doc Enrichment Before Online Code RAG
A senior-engineer guide to Glue Bedrock RAG, with production-ready patterns, trade-offs, and practical examples.
Posted inAI System Design
AI Migration Assistants: Strangler Fig Cuts With Contract Tests
A senior-engineer guide to AI migration assistants, with production-ready patterns, trade-offs, and practical examples.
OpenTelemetry for LLMs: Trace Prompt Latency Across Microservices
A senior-engineer guide to OpenTelemetry for LLMs, with production-ready patterns, trade-offs, and practical examples.
Posted inAI
Semantic Diff Review: AI That Flags Behavioral Drift Only
A senior-engineer guide to semantic diff review, with production-ready patterns, trade-offs, and practical examples.
LLM Cost Controls on Bedrock: Token Budgets per PR and per Engineer
Token budgets per PR and per engineer on Amazon Bedrock: attribution with requestMetadata and inference profile tags, reserve/settle enforcement, EMF metrics, Budgets actions.
Appsync Bedrock: GraphQL Resolvers That Call Tools Safely
A senior-engineer guide to AppSync Bedrock, with production-ready patterns, trade-offs, and practical examples.
Posted inAI
Agentic Git Workflows: Atomic Commits From Noisy LLM Diffs
A senior-engineer guide to agentic Git workflows, with production-ready patterns, trade-offs, and practical examples.
Posted inAI
Copilot Workspace Tasks: Spec-Driven Changes Across Microservice Boundaries
A senior-engineer guide to Copilot Workspace, with production-ready patterns, trade-offs, and practical examples.
Bedrock Batch Inference for Overnight Refactors: Shard, Run, Validate and Apply in Daytime PRs
Overnight repo refactors with Bedrock batch inference: package shards, Converse-format JSONL, job IAM, result parsing, offline validation and daytime stacked PRs.
Posted inAI
Claude Projects vs Cursor: Context Hygiene for Regulated Codebases
A senior-engineer guide to Claude Projects vs Cursor, with production-ready patterns, trade-offs, and practical examples.