NFL VALIDATION & LEARNING
What is the system actually learning?
Compare frozen pregame intelligence with Final outcomes, separate directional signal quality from score-magnitude error, and monitor recommendation cohorts before any future calibration change is considered.
Calibration stateDeveloping76 Final games
Final games76frozen pregame validation records
Directional alignment58.3%n=655 directional · 382 aligned · 273 contradicted
Projection MAE10.2 / 10.4margin / total absolute error · n=63 anchors
Player/unit checks292Final-game stat-backed dimensions
Settled recommendations0NFL qualification decisions
LEARNING STATUS
Calibration readiness: Developing
Validation is becoming useful, but at least one prospective calibration gate is still below the manual-review target.
Observation onlyNo weight, confidence, qualification, Portfolio, or customer-feed behavior changes automatically.
Final games76 / 100
Projection anchors63 / 50
Player/unit evaluations292 / 100
CONFIDENCE RELIABILITY
Do higher-confidence edges hold up?
Directional Battlefield evaluations grouped by the confidence frozen before kickoff. At 25+ observations, the state reflects observed alignment only; it never changes confidence automatically.
State guideCollecting<12 directionalEarly evidence12–24 directionalSupportiveMixedReview25+ directional; observed alignment determines state
PROJECTION ACCURACY
Direction and magnitude are separate questions
Mean/median absolute error show score-magnitude accuracy; bias shows whether the frozen projection systematically ran high or low. Current projection sample: n=63 frozen anchors.
DIMENSION RELIABILITY
Which Battlefield dimensions are earning trust?
Each evidence family is tracked independently so a strong aggregate result cannot hide a weak dimension. Supportive/Review states require meaningful prospective samples.
State guideCollecting<12 directionalEarly evidence12–24 directionalSupportiveMixedReview25+ directional; observed alignment determines state
| Dimension | Directional sample | Alignment | Avg confidence | Player-stat validation | State |
|---|---|---|---|---|---|
| Scoring Matchup | 74 | 59.5% | 82.4% | Collecting | Supportive |
| Team Strength | 74 | 59.5% | 84.4% | Collecting | Supportive |
| Game Control | 68 | 58.8% | 80.4% | Collecting | Supportive |
| Offensive Firepower | 68 | 58.8% | 77.4% | Collecting | Supportive |
| Front-Seven Production | 67 | 53.7% | 58.3% | 67 · 53.7% aligned | Mixed |
| Defensive Resistance | 65 | 64.6% | 77.4% | Collecting | Supportive |
| Coverage Disruption | 64 | 51.6% | 58.0% | 64 · 51.6% aligned | Mixed |
| Passing Production | 59 | 61.0% | 57.7% | 59 · 61.0% aligned | Supportive |
| Rushing Production | 59 | 57.6% | 54.3% | 59 · 57.6% aligned | Supportive |
| Current Form | 57 | 57.9% | 62.5% | Collecting | Supportive |
ADAPTIVE CALIBRATION · SHADOW MODE
What would the system test next—without changing production?
Prospective validation is converted into conservative shadow challengers. Weight and projection hypotheses are sample-shrunk, bounded, and observational until explicit human review; this panel never retunes live Battlefield scoring.
Developing0 controlled production changes · human approval required
| Dimension | Sample | Observed alignment | Production | Shadow | State |
|---|---|---|---|---|---|
| Scoring MatchupA conservative, sample-shrunk shadow weight can be compared with the current production weight without changing live scoring. | 74 | 59.5% | 1.000× | 1.035× | Shadow candidate |
| Team StrengthA conservative, sample-shrunk shadow weight can be compared with the current production weight without changing live scoring. | 74 | 59.5% | 1.000× | 1.035× | Shadow candidate |
| Game ControlA conservative, sample-shrunk shadow weight can be compared with the current production weight without changing live scoring. | 68 | 58.8% | 1.000× | 1.030× | Shadow candidate |
| Offensive FirepowerA conservative, sample-shrunk shadow weight can be compared with the current production weight without changing live scoring. | 68 | 58.8% | 1.000× | 1.030× | Shadow candidate |
| Front-Seven ProductionA conservative, sample-shrunk shadow weight can be compared with the current production weight without changing live scoring. | 67 | 53.7% | 1.000× | 1.012× | Shadow candidate |
| Defensive ResistanceA conservative, sample-shrunk shadow weight can be compared with the current production weight without changing live scoring. | 65 | 64.6% | 1.000× | 1.033× | Shadow candidate |
| Passing ProductionA conservative, sample-shrunk shadow weight can be compared with the current production weight without changing live scoring. | 59 | 61.0% | 1.000× | 1.030× | Shadow candidate |
| Rushing ProductionA conservative, sample-shrunk shadow weight can be compared with the current production weight without changing live scoring. | 59 | 57.6% | 1.000× | 1.022× | Shadow candidate |
| Current FormA conservative, sample-shrunk shadow weight can be compared with the current production weight without changing live scoring. | 57 | 57.9% | 1.000× | 1.023× | Shadow candidate |
| Coverage DisruptionObserved reliability does not currently support a material shadow weight change. | 64 | 51.6% | 1.000× | 1.005× | Hold |
Bounded shadow offsets
Signed bias can propose a small sample-shrunk correction in shadow mode. Production projection anchors remain untouched.
Home margin biasn=63 anchors
Observed bias+0.93Shadow offset-0.59
Game total biasn=63 anchors
Observed bias+0.29Shadow offset-0.18
Confidence remains evidence quality
The system watches whether higher-confidence tiers materially underperform lower-confidence tiers, but this release never remaps confidence or win probability.
Directionally orderedminimum tier sample: 59
HoldPromotion guardrailA shadow challenger can become review-ready only after both its own sample gate and the overall NFL calibration-readiness gate are satisfied. Human review approval still changes nothing by itself. Release 62.18.2 requires a separately staged, revalidated, explicitly activated release manifest before future production builds can use a calibrated value; every activation remains rollback-capable.
CALIBRATION RELEASE MONITORING
Is the active calibration holding up prospectively?
Final Games are grouped by the calibration version embedded in their frozen pregame snapshot. Comparisons use matched recent release cohorts and never trigger an automatic promotion or rollback.
Baseline activeChampion/challenger monitoring will begin automatically after the first controlled calibration release is explicitly activated.
Active versionbaseline0 controlled values differ from baseline
Final Games observed76Frozen snapshots attributed to the active version
Challenger cohortNot activeNo promoted challenger yet
No promoted challenger yet.76 baseline Final Games are retained as the reference cohort. Champion/challenger comparison begins only after a different controlled calibration release is activated and produces Final results.
Evaluation guardrailRelease cohorts are sequential rather than randomized. Differences are descriptive and may reflect schedule, personnel, market, or season-context changes in addition to calibration. No monitoring state can activate, promote, or roll back a release automatically.
MARKET CONTEXT
Football edge vs. market posture
Tracks frozen Football-vs-Market posture without treating market agreement as causal evidence.
Converging21 games · Early evidence
66.0%directional alignment · n=200
9.0margin MAE · n=21
10.0total MAE · n=21
Market-led21 games · Early evidence
57.7%directional alignment · n=182
10.1margin MAE · n=21
11.7total MAE · n=21
Watch alignment19 games · Early evidence
52.7%directional alignment · n=167
11.2margin MAE · n=19
9.9total MAE · n=19
No market context14 games · Early evidence
55.1%directional alignment · n=98
21.7margin MAE · n=1
4.8total MAE · n=1
Signal tension1 game · Collecting
37.5%directional alignment · n=8
7.9margin MAE · n=1
9.0total MAE · n=1
PERSONNEL CONTEXT
Availability impact by severity
Compares validation behavior across the highest frozen personnel-impact level present in each matchup.
Minimal47 games · Reviewable sample
57.6%directional alignment · n=399
9.3margin MAE · n=34
10.9total MAE · n=34
Low11 games · Collecting
63.4%directional alignment · n=93
9.9margin MAE · n=11
10.5total MAE · n=11
Severe8 games · Collecting
42.3%directional alignment · n=71
17.0margin MAE · n=8
12.6total MAE · n=8
Moderate7 games · Collecting
61.9%directional alignment · n=63
8.5margin MAE · n=7
7.0total MAE · n=7
High3 games · Collecting
82.8%directional alignment · n=29
6.8margin MAE · n=3
7.6total MAE · n=3
RECOMMENDATION VALIDATION
Did qualification separate stronger opportunities?
NFL-only frozen Qualified, Watch, and Rejected decisions are settled from the original stored wager. ROI and exact-book CLV remain descriptive until sample gates mature.
CollectingRecommendation validation remains observational; qualification gates do not change from this report.
| Decision | Stored | Settled | Record | Hit rate | Flat ROI | +CLV |
|---|---|---|---|---|---|---|
| Qualified | 0 | 0 | 0-0-0 | — | — | — |
| Watch | 0 | 0 | 0-0-0 | — | — | — |
| Rejected | 0 | 0 | 0-0-0 | — | — | — |
RECENT VALIDATIONS
Game-by-game learning trail
Open any completed Game to inspect the exact frozen pregame evidence and its postgame review.
FinalBaltimore Ravens @ Atlanta FalconsBaltimore Ravens 30 · Atlanta Falcons 23
6/8 aligned4.4 margin MAE · 4.8 total MAE
→
FinalSan Francisco 49ers @ Seattle SeahawksSan Francisco 49ers 32 · Seattle Seahawks 29
3/9 aligned10.6 margin MAE · 14.2 total MAE
→
FinalDetroit Lions @ Arizona CardinalsDetroit Lions 45 · Arizona Cardinals 21
6/9 aligned19.2 margin MAE · 7.2 total MAE
→
FinalDenver Broncos @ Los Angeles ChargersDenver Broncos 23 · Los Angeles Chargers 17
9/10 aligned2.4 margin MAE · 2.6 total MAE
→
FinalChicago Bears @ Green Bay PackersChicago Bears 7 · Green Bay Packers 31
1/9 aligned27.8 margin MAE · 10.5 total MAE
→
FinalHouston Texans @ Tennessee TitansHouston Texans 26 · Tennessee Titans 3
6/9 aligned11.1 margin MAE · 8.8 total MAE
→
FinalLas Vegas Raiders @ New England PatriotsLas Vegas Raiders 17 · New England Patriots 45
7/10 aligned14.1 margin MAE · 21.3 total MAE
→
FinalMinnesota Vikings @ New Orleans SaintsMinnesota Vikings 23 · New Orleans Saints 13
8/8 aligned4.0 margin MAE · 0.2 total MAE
→
FinalCincinnati Bengals @ Miami DolphinsCincinnati Bengals 31 · Miami Dolphins 24
9/10 aligned2.6 margin MAE · 5.6 total MAE
→
FinalCleveland Browns @ New York JetsCleveland Browns 12 · New York Jets 17
3/8 aligned7.9 margin MAE · 9.0 total MAE
→
FinalIndianapolis Colts @ Pittsburgh SteelersIndianapolis Colts 22 · Pittsburgh Steelers 34
5/10 aligned14.8 margin MAE · 4.8 total MAE
→
FinalNew York Giants @ Washington CommandersNew York Giants 27 · Washington Commanders 27
0/2 aligned1.4 margin MAE · 7.0 total MAE
→