Continuous postgame learning

daily_20261002 · dates 20261002 · generated 2026-10-03T09:00:00.329216+00:00

0-0
Winner picks · —
0
Comparable starters · 0 identity mismatches
0/0
Starter ER within ±1
0/0
Starter workload within ±1 inning

Slate coverage

Every calendar day in the requested window is listed. Pending means the prediction exists but the official final result has not settled; Missing review artifact identifies a data gap instead of hiding the day.

DateGamesSettledPendingHitsMissesCalibration tracesReview statusPipeline versions
20261002000000Available

Prioritized optimization roadmap

Runtime evidence for the six recommendations. “Observed games” counts artifacts generated with the relevant trace; older artifacts remain honestly blank.

PriorityChangeStatusObserved gamesEvidence
P1Empirical Confidence BlendInstrumented Waiting For Verified History0
applied games: 0formula: w_emp=min(0.5,sample_size/200); final=(1-w_emp)*raw+w_emp*empirical_hit_rate
P1H2H Base FeatureImplemented And Monitored0
available games: 0
P2Score Distribution WideningImplemented Above 1.4X0—
P2Simulation Flip ControlDiagnostic Only Without Independent Support0
simulation flip candidates: 0published flips: 0
P3Recent Form Quality BlendConfigured 10 Not Observed0
configured window: 10last 10 games: 0
P3Continuous Calibration AuditWaiting For Settled Results0
settled games: 0metric: bucket_calibration_error

Confidence calibration by bucket

bucket_calibration_error = average published confidence − observed hit rate. Positive means overconfident; negative means underconfident. Weighted absolute error: .

BucketGamesAverage confidenceObserved hit rateCalibration errorDirection

Where the score pipeline gained or lost quality

Direct comparison against official final runs. Positive deltas mean the stage was worse than historical_ml; this is score error, not a synthetic one-game ERA.

StageGamesTeam-run MAETotal-run MAEMargin MAEWinner accuracyΔ team MAE vs baseΔ margin MAE vs base
Largest measured regression
null

Automatic questions

Which recorded score stage reinforced losing picks?

insufficient_sample sample=0

No settled miss predictions were available.

Complete structured answer
{
  "status": "insufficient_sample",
  "sample_size": 0,
  "top_stage": null,
  "reason": "No settled miss predictions were available.",
  "ranking": [],
  "interpretation": "No attribution claim can be made without settled games."
}

Which recorded score stage reinforced winning picks?

insufficient_sample sample=0

No settled hit predictions were available.

Complete structured answer
{
  "status": "insufficient_sample",
  "sample_size": 0,
  "top_stage": null,
  "reason": "No settled hit predictions were available.",
  "ranking": [],
  "interpretation": "No attribution claim can be made without settled games."
}

Are Overs performing worse than Unders?

not_measurable sample=0

The current artifacts contain predicted totals but no total line, Over/Under selection, price, or settled total bet.

Complete structured answer
{
  "status": "not_measurable",
  "sample_size": 0,
  "reason": "The current artifacts contain predicted totals but no total line, Over/Under selection, price, or settled total bet.",
  "missing_fields": [
    "total_line",
    "total_selection",
    "odds",
    "settled_result"
  ]
}

Are hitter props outperforming pitcher props?

not_measurable sample=0

Player stat projections are not stored as priced, selected, and settled prop predictions.

Complete structured answer
{
  "status": "not_measurable",
  "sample_size": 0,
  "reason": "Player stat projections are not stored as priced, selected, and settled prop predictions.",
  "missing_fields": [
    "prop_family",
    "prop_line",
    "selection",
    "odds",
    "settled_result"
  ]
}

Which sportsbooks produce better opportunities?

not_measurable sample=0

No settled prediction was linked to a sportsbook snapshot.

Complete structured answer
{
  "status": "not_measurable",
  "sample_size": 0,
  "reason": "No settled prediction was linked to a sportsbook snapshot.",
  "missing_fields": [
    "sportsbook",
    "selection_odds",
    "settled_profit"
  ],
  "books": []
}

Which confidence ranges underperform?

insufficient_sample sample=0

RangeSample SizeHitsMissesAccuracy
[0.000, 0.525)000
[0.525, 0.550)000
[0.550, 0.600)000
[0.600, 1.010)000
Complete structured answer
{
  "status": "insufficient_sample",
  "sample_size": 0,
  "minimum_recommended_sample": 20,
  "worst_observed_range": null,
  "ranges": [
    {
      "range": "[0.000, 0.525)",
      "sample_size": 0,
      "hits": 0,
      "misses": 0,
      "accuracy": null
    },
    {
      "range": "[0.525, 0.550)",
      "sample_size": 0,
      "hits": 0,
      "misses": 0,
      "accuracy": null
    },
    {
      "range": "[0.550, 0.600)",
      "sample_size": 0,
      "hits": 0,
      "misses": 0,
      "accuracy": null
    },
    {
      "range": "[0.600, 1.010)",
      "sample_size": 0,
      "hits": 0,
      "misses": 0,
      "accuracy": null
    }
  ]
}

Which monitored features are drifting?

insufficient_sample sample=0

Three slates are descriptive only and cannot establish statistical feature drift.

Complete structured answer
{
  "status": "insufficient_sample",
  "sample_size": 0,
  "minimum_baseline_sample": 30,
  "minimum_recent_sample": 20,
  "reason": "Three slates are descriptive only and cannot establish statistical feature drift.",
  "daily_monitors": [],
  "features_monitored": [
    "confidence",
    "predicted_total",
    "winner_accuracy"
  ]
}

Which model version introduced errors?

insufficient_sample sample=0

Version error claims require at least 30 settled predictions per version.

Complete structured answer
{
  "status": "insufficient_sample",
  "sample_size": 0,
  "minimum_sample_per_version": 30,
  "versions": [],
  "reason": "Version error claims require at least 30 settled predictions per version."
}

Game processing context

How each game moved from the historical model through confidence calibration, H2H and recent-form signals, score distribution and simulation policy. Postgame learning is added only after the official result settles.

Every reviewed game

DateGamePickFinal confidenceRaw confidenceEmpirical hit rateEmpirical weightPred A-HActual A-HResultLargest recorded movementPipelineRoadmap signals