Historical Learning Audit

ATLAS Learning

ATLAS separates the current paid official record from historical beta learning data. This page exists for audit integrity and model learning, not public paid-pick performance.

Historical Beta Disclosure

The beta recorder ran without deployment gates.

The paid-gated Morning Brief is a different system. The full historical beta archive remains visible for audit integrity, but it is excluded from paid-gated performance because those early records captured loose, low-edge, novelty, and incomplete signals before ATLAS enforced deployment quality.

ATLAS does not hide the old record. It uses those failures to tighten the gates that must clear before any paid recommendation is published.

Historical Graded

359

Historical Accuracy

12%

Historical Avg ROI

-63.5%

Legacy Demo Loop

2-1

Paid Deployment Gates

Gate 1

Confirmed side price

Gate 2

Positive expected value

Gate 3

Liquidity threshold

Gate 4

Near-term actionable timing

Gate 5

Payoff quality and avoidable risk

Legacy Demo Learning Loop

These examples demonstrate the learning loop only. They are not current paid official picks and are excluded from public paid performance. The official record lives on the Performance page and only counts rows promoted into atlas_official_picks.

Demo Graded

3

Wins

2

Losses

1

Accuracy

66.7%

Avg ROI

+7.8%

ATLAS-2026-000003

Will France beat Switzerland?

BUY FRANCE · EDGE 91

WIN

ROI +18.4%

ATLAS-2026-000004

Will Switzerland beat France?

BUY NO · EDGE 89

WIN

ROI +14.7%

ATLAS-2026-000005

Will Canada beat Qatar?

WATCH YES · EDGE 72

LOSS

ROI -9.6%

What ATLAS Learned

EDGE score started to mean something immediately

The first paid-gated loss came from EDGE 72, while the first two higher-confidence calls won at EDGE 89 and EDGE 91.

Action: Treat EDGE 70-79 as watchlist unless stronger evidence appears.

Positive ROI survived one loss

The seed loop produced +18.4%, +14.7%, and -9.6%, creating a positive average ROI despite the first miss.

Action: Prioritize EV and downside containment, not only hit rate.

The old broad recorder was too loose

The full beta recorder captured low-quality, low-edge, novelty, and loose signals. ATLAS keeps that record visible and uses it to tighten paid deployment gates.

Action: No forced BUY. Deploy only when side price, EV, liquidity, timing, and payoff quality all clear.

Seed Calibration by EDGE Tier

EDGE 90+

1-0 seed sample

100%

ROI +18.4%

EDGE 80-89

1-0 seed sample

100%

ROI +14.7%

EDGE 70-79

0-1 seed sample

0%

ROI -9.6%

Full Historical Beta Recorder

This is the complete broad recorder from early beta. It includes historical low-quality calls that are not representative of the current paid-gated Morning Brief. ATLAS does not hide them. It learns from them.

Historical Graded

359

Wins

43

Losses

316

Accuracy

12%

Avg ROI

-63.5%

Latest Historical Resolved Events

REC-20260710-2861449

Dota 2: REKONIX vs Team Spirit - Game 2 Winner

ATLAS Yes · Official Team Spirit · EDGE 72

Jul 10, 9:00 PM

LOSS

ROI -100%

REC-20260710-2858938

Coinbase (COIN) Up or Down on July 10?

ATLAS Yes · Official Up · EDGE 53

Jul 10, 8:00 PM

LOSS

ROI -100%

REC-20260710-2861624

Bitcoin Up or Down - July 10, 12:50PM-12:55PM ET

ATLAS Yes · Official Up · EDGE 55

Jul 10, 4:55 PM

LOSS

ROI -100%

REC-20260707-2738380

Will Elon Musk post 80-99 tweets from July 3 to July 10, 2026?

ATLAS Yes · Official No · EDGE 66

Jul 10, 4:00 PM

LOSS

ROI -100%

REC-20260705-2784703

Will the price of Bitcoin be above $62,000 on July 10?

ATLAS Yes · Official Yes · EDGE 61

Jul 10, 4:00 PM

WIN

ROI +29%

REC-20260707-2784638

Will the price of Bitcoin be between $62,000 and $64,000 on July 10?

ATLAS Yes · Official No · EDGE 57

Jul 10, 4:00 PM

LOSS

ROI -100%

REC-20260709-2853995

Counter-Strike: Yawara Esports vs Keyd (BO3) - Thunderpick World Championship South American Series #2 Group B

ATLAS Yes · Official Keyd · EDGE 68

Jul 9, 10:10 PM

LOSS

ROI -100%

REC-20260706-2804853

Will France win on 2026-07-09?

ATLAS Yes · Official Yes · EDGE 68

Jul 9, 8:00 PM

WIN

ROI +58.7%

REC-20260708-2805543

France vs. Morocco: Will the Match Go to a Penalty Shootout?

ATLAS Yes · Official No · EDGE 64

Jul 9, 8:00 PM

LOSS

ROI -100%

REC-20260705-2804877

Exact Score: France 0 - 1 Morocco?

ATLAS Yes · Official No · EDGE 59

Jul 9, 8:00 PM

LOSS

ROI -100%