How It Works
From session reflection to eval-gated workspace knowledge in three acts.
Dream
OpenCore's dream and core-delta skills already capture session reflections and delta-batches per project. The Q* plugin watches those outputs and uploads them to Q* cloud automatically — zero new workflow.
Distill
Raw dreams pass through five stages to become eval-gated workspace knowledge.
Strip
PII and project specifics removed. Company names, URLs, internal tools replaced with abstract equivalents.
Normalize
Pattern rewritten into canonical form. Embedding generated for semantic clustering.
Cluster
HDBSCAN clustering finds natural groupings across workspace dreams. Stable fingerprints track clusters across reruns.
Eval Gate
Paired-replay on held-out projects. Only patterns that improve workspace-wide performance without regression pass.
Promote
Passing candidates become immutable workspace gradients with full lineage. Rollback available to workspace admins.
"One person's insight is an opinion.
Independent rediscovery by many is knowledge."
Distribute
The loop closes. Workspace gradients flow back to every connected agent through three channels.
MCP
Your agent queries gradients in real-time during sessions. Native integration with Claude Code, Cursor, Copilot.
REST API
Integrate workspace knowledge into any tool, pipeline, or custom workflow.
File Export
Pull curated gradients into your CLAUDE.md or AGENTS.md. Works with any tool today.
The loop closes. Every project teaches. Every agent learns.