Problem Library

When confident answers fail later

Teams get burned when answers sound certain but cannot be inspected. This is a pattern, not a personal flaw.

Symptoms

What this feels like

  • Stakeholders ask for sources and the answer has none.
  • Reviews stall because claims cannot be traced.
  • Rework happens when a single missing citation unravels the narrative.
Causes

Why it keeps happening

  • Answers are assembled without a provenance trail.
  • Sources are scattered across tools and memory.
  • Confidence is borrowed from tone instead of evidence.
Treatments

What helps

  • Receipts that show sources, quotes, and timestamps.
  • Coverage labels that highlight thin or contested areas.
  • A shared corpus so teams inspect the same evidence.
Prognosis

What improves when you act

  • 10 minutes: a first receipt you can inspect.
  • 1–3 days: proof links replace copied text.
  • 2–4 weeks: fewer surprises when assumptions drift.