AWS Step Functions now has a 'Copy agent prompt' button that self-configures Claude Code, Cursor, Copilot, and six other MCP-compatible agents with ASL skills and a live MCP server.

Binary floating point breaks financial calculations in every regulated domain. One prompt constraint and one type-system pattern close the hole permanently.

AI coding agents need smarter context management than just cutting tokens. Here is a practical framework for benchmarking four compaction strategies against what actually matters.

Vibe coding with Java, Node, and Python means your AI picks your supply chain. Here is what to audit before you ship.

Researchers ran static analysis on nine AI-generated web apps from Lovable, v0, and Replit. Each tool has a distinct quality profile worth knowing before you ship.

Cursor's new Origin feature lets paid users host code, manage pull requests, and sync GitHub repos directly inside the AI coding platform. Now in early beta.

AI coding agents inherit whatever AWS permissions you give them. Here is a practical IAM design pattern to keep a rogue command from becoming an infrastructure incident.

AI coding agents connected to AWS, Terraform, and CI/CD need a different kind of test suite. Here is a practical 12-category framework for finding the dangerous gaps.

Cursor's new Origin platform brings repos, pull requests, CI integrations, and agent-scale code hosting directly into the editor. Now in beta for paid users with GitHub sync.

The dark factory pipeline pattern uses a builder model, an adversarial verifier from a different vendor, and random-sample human audits to catch defects without bottlenecking your reviewers.

ProofRun is a free, offline CLI that binds test results to your exact git state. Change one byte and the result flips to STALE automatically.

codebase-memory-mcp builds a knowledge graph of your codebase once, so AI coding agents like Claude Code can answer structural questions without rescanning thousands of files.