Infrawise, an MCP server providing infrastructure context to AI coding assistants, uses deterministic analysis instead of large language models to answer fact-based questions. The tool extracts data f…
A developer outlines a practical playbook for AI fluency among software engineers, emphasizing that effective AI use goes beyond prompt engineering to include clear context, iterative refinement, and …
Claude Code, an AI coding assistant, generates infrastructure-touching code without awareness of actual cloud resources, leading to costly errors like full table scans on 50M-row DynamoDB tables. A ne…
A developer created Infrawise, an open-source tool that prevents AI coding assistants like Claude Code from recommending redundant DynamoDB indexes by reading real infrastructure data before generatin…
Stratoclave, an open-source tenant-aware credit gateway for Amazon Bedrock, now supports OpenAI codex and GPT-5.x models through Bedrock's `bedrock-mantle` endpoint. The single FastAPI service running…
Developers should deploy a simple five-step backend loop—receive message, check user identity, call AI provider, save result, return response—rather than overbuilding AI applications with complex feat…
The article describes a team's failed attempt to scale a treasure hunt engine by adding more MySQL instances behind a load balancer within a single AWS availability zone, which led to disk I/O and CPU…
AWS Backup is a fully managed service that provides a centralized dashboard for configuring backup policies across multiple AWS services, replacing the need for custom scripts or per-service manual sn…
DynamoDB Contributor Insights pricing consists of a fixed rule fee of $0.50 per rule per month (with one table auto-creating four rules, resulting in a $2.00 monthly minimum) and a variable event fee …
Backlog recovery time depends on surplus capacity (total processing rate minus arrival rate), and systems provisioned for steady-state traffic have no recovery capacity. The non-linear relationship be…