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.

Truelist releases 20+ free, open-source SDKs and framework integrations for email validation — Node, Python, React, ...

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OpenAI has launched a plugin marketplace for Codex with over 20 integrations from Slack, Figma, and Notion, adding enterprise ...

FOLIO released a number of new tools designed to help organizations adopt and use shared terminology for legal matters. The ...

Langraph Deploy CLI lets developers create, test, and deploy AI agents from the terminal, with templates and langraph deploy to Langsmith.

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As more organizations configure MCP servers to support agent-to-agent communication, upfront strategy, nonfunctional requirements, and security non-negotiables will guide safer deployments. One of the ...

Figma is integrating OpenAI’s AI coding tool, Codex, to let users create and tweak designs from within their coding environments. The move comes a week after the design company struck a similar ...