ManageEngine M365 Security Plus vs Deepnote
Side-by-side trajectory, velocity, and editorial themes.
M365 security add-on in quiet maintenance — dependency upkeep and bug fixes.
M365 Security Plus is a Microsoft 365 security-monitoring and reporting product currently in a low-key maintenance phase. The recent builds are dominated by dependency updates (Tomcat, Zulu JRE, Duo SDK), bug fixes, and a couple of security patches, including one in the Export Graph feature. It tracks Microsoft's platform changes rather than pushing new capability.
The direction is upkeep: patch security issues, keep the Java/Tomcat stack current, and fix performance and configuration bugs as they surface. There is little feature expansion visible — the product is holding steady for its installed base while staying compliant and stable.
More of the same — periodic builds pairing dependency currency with security and stability fixes, and reactive patches when Microsoft changes tenant behavior. No new capability direction is evident here.
Deepnote reshapes the data notebook into agent-operable infrastructure.
Deepnote, a collaborative data-science notebook, is steadily making itself agent-native: MCP tools now let AI agents create and wire integrations end-to-end, and OpenAI's Codex connects natively to a Deepnote workspace's notebooks, schedules, and data. Underneath, it keeps shipping solid workflow features — run snapshots, Git and GitLab sync, Polars, PDF export.
Two tracks are converging: reproducibility and engineering rigor (immutable run snapshots, Git sync, notebook interoperability) and agent-operability (MCP tools, Codex context). Deepnote is positioning the workspace as the trusted context layer that AI agents act through, not just a place humans write notebooks.
Expect more MCP tooling that lets agents operate Deepnote projects autonomously, plus deeper native hooks for external coding agents — the workspace-as-agent-context bet will likely expand beyond Codex.
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