Every claim should show its work.

PipFury separates confirmed evidence from working thesis. A chart read is not treated as truth simply because it sounds convincing. Each serious analysis should show chart context, evidence observed, invalidation, outcome status, and lesson after review.

Evidence labels

• Confirmed evidence: what price or volume has already shown.
• Working thesis: a possible interpretation, not certainty.
• Assumption: something not yet confirmed.
• Invalidation: what proves the idea wrong.
• Lesson: what the trader should learn.