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Share a few details about your current AI-assisted engineering workflows. We will reply with a practical next step, whether that is an assessment, a short call, or a useful read on the problem.

Useful context: Cursor, Claude Code, Copilot, Codex, Devin, MCP, internal agents, PRs, CI/CD, credentials, cloud paths, or releases.

Prefer email? david@caisi.dev