You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

MCP is the MVP.

Just-released Version 1.113 of Microsoft’s Visual Studio Code editor emphasizes improvements ranging from chat customizations ...

The next phase of the web depends on shared AI standards, and these four protocols are quickly becoming the foundation ...

Supply chain attacks feel like they're becoming more and more common.

Preview of new companion app allows developers to run multiple agent sessions in parallel across multiple repos and iterate ...

Anthropic exposed Claude Code source on npm, revealing internal architecture, hidden features, model codenames, and fresh ...

Mozilla is building cq - described by staff engineer Peter Wilson as "Stack Overflow for agents" - as an open source project to enable AI agents to discover and share collective knowledge.

Or, why the software supply chain should be treated as critical infrastructure with guardrails built in at every layer.