Diagnose classifier errors with confusion matrix

confusion-matrix-generatorskillsetup L1★381

What it does

Extract and cite facts from knowledge graph with conflict detection

Best for

Verification workflows where you need both supporting evidence and known conflicts for a claim, e.g. deal history, research synthesis, coaching notes.

Inputs

· [object Object]
· [object Object]

Outputs

· [object Object]
· [object Object]
· [object Object]

Requires

· gbrain query/recall/find_contradictions MCPs

Preconditions

· gbrain knowledge base populated with pages
· Page graph has links and tags
· Source pages have timestamps/versions for context

Failure modes

· Fact statement too vague (matches many unrelated pages)
· Contradictions exist but undetected if pages not cross-linked
· Confidence scores uncalibrated to user's domain
· Recent fact contradicts old fact but both stored as truth

Trust signals

· Contradiction detection built in
· Confidence scoring per source
· Page link tracing for conflict scope
· Citation format preserves source slug