Add Nucleus to ChatGPT
ChatGPT supports custom MCP connectors. Nucleus is an MCP endpoint. So Nucleus adds in as a custom connector and becomes ChatGPT's one grounded, joined memory across every source.
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Nucleus + ClickUp task flow
Wire your ClickUp tasks and docs into one reasoning layer.
Wire Nucleus into Claude Code
Keep your CLAUDE.md and Auto Memory. Add a queryable layer that spans every repo, tool, and session, and capture the work before compaction drops it.

Context Is the Instruction: Why Context Engineering Requires a Layer the Model Cannot Provide
Context engineering can't optimize a working-memory buffer into a knowledge store. The evidence for why enterprise AI needs a separate context layer. A technical position from Nucleus AI. The field has correctly moved from prompts to context. We argue the move is incomplete: the context window is a working-memory buffer, and a growing body of evidence shows it cannot be optimized into the persistent, verified, organization-scoped substrate that reliable enterprise AI requires. That substrate is a separate architectural layer. This is the argument, the evidence, and a controlled observation of the layer in operation.