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- 05:06, 10 January 2026 Machilgogb talk contribs created page Cut to the Chase: The Retrieval - Analysis - Validation - Synthesis Pipeline That Actually Survives Production (Created page with "<html><h2> 1. Why this four-stage pipeline matters when overconfident models keep breaking trust</h2> <p> Have you been burned by an AI that answered with total confidence but was plainly wrong? Why do we keep assuming a single model can both find, reason about, and prove its output? The retrieval-analysis-validation-synthesis pipeline separates responsibilities so failures are visible and fixable. Instead of worshipping a single API call, this approach forces teams to a...")