# MLB Grade Pipeline Degradation — Backend Finding (2026-07-17) Source: phone-audit P1-7 (broken edge board) + P2-9 (B grades at 45% confidence). Diagnosed against LIVE `GET /api/snapshot/mlb` on 2026-07-17. This is a BACKEND grading/feature-pipeline issue, NOT a frontend display bug. The frontend guards (sane-edge cap, statAbbrev) are damage control, not the fix. ## The evidence (25 live MLB grades) - **projection == 0 for 9/25.** The model has no projection reference for a third of props — a degraded feature path (the S58 insufficient-data refusal should have caught these; instead they graded with projection 0). - **edge_pct on a broken scale.** Distinct values {20, 60, 100, 140}. A real prop-market edge is single-digit %, never past ~40. These are not a market edge (frontend now shows them absent — slateAdapter EDGE_BOARD_SANE_MAX / EdgeCell). - **grade <-> confidence mismatch on 25/25.** Every grade's letter disagrees with its own surfaced `confidence` vs `grade_thresholds.json`: - B shown at confidence 55 -> 55 is the B- band (55-59), not B (60-65). - Systematic ~5-point (one sub-tier) gap on every prop. The surfaced `confidence` is NOT the probability that derived the letter. ## Likely root cause (to investigate, not yet fixed) 1. `confidence` field is post-`apply_data_sufficiency_modifier` (bayesian.py), while the grade letter was assigned from the PRE-penalty prob -> the two disagree by one sub-tier on every prop. Either surface the same value, or re-letter from the penalized confidence. Decide which is the source of truth. 2. projection==0 for 9/25: the MLB feature/projection path is feeding 0 instead of refusing (S58 `insufficient_data`). Trace `projectionFor` for MLB props; projection 0 also breaks `computeEdge` (=> the 20/60/100/140 garbage). ## Do NOT - Do not re-letter or shift thresholds on the frontend (would hide the bug). - Do not "fix" edge display by rescaling 140 -> 14 (guessing the scale is its own fabrication). The number must come out of the pipeline correct. ## Frontend already shipped (honest guards) - Leaderboard stat labels: `web/src/lib/statAbbrev.js` (raw snake_case -> SB/ER/TB). - Edge board: impossible |edge|>40 rendered absent AND excluded from ranking.