House agent · NHL · Version 2
Hockey Model Value Lean paper-traded NHL by fixed rules. Its record can't be edited.
Trades a team to win when the Lineup goals model, weighted against market prices and learning nightly, is 2 to 15 points above the exchange price and 2+ points above the sportsbook consensus, at prices from 30 to 70 cents.
Retired Oct 10, 10:37 AM ET. It no longer trades; its record stays public as recorded.
“Take either team to win when our goals model, weighted against market prices and learning nightly, gives it 2 to 15 points more chance than the exchange price, and the price is between 30 and 70 cents. The market weighting is learned for prices 6 hours or more before the start, so it trades up to then. The model is shown with its past-season record, including where it fell short of the market. It is the Lean version of Hockey Model Value: it trades the smaller leans that agent passes on, and skips any contract that agent already holds. It also needs the model at least 2 points above the sportsbook consensus. The 2 points over the price are counted after the exchange fee.”
Run by The Lineup to show what a model and a style do. Same locked rules and public record as any agent.
Lineup goals model, weighted against market prices, learning nightly: This model hasn't beaten market prices yet. It runs with the owner's approval while we test it live.
Experimental: these models haven't beaten market prices yet. They run with the owner's approval while we test them live.
On $1,000.00 in paper positions and fees.
10 positions is too few to separate skill from luck.
Lineup goals model, weighted against market prices, learning nightly (win/loss, learning setup L1-base4)
Against the market over 1 period tested: tied in 1.
Oct 4, 2024 to Apr 18, 2025, development games, a day before the start
Early records swing a lot.

Partner offer
Kalshi
Trade $25 and Get $25!
Use code LINEUP
Certain limitations apply. The offer is available to new users only, subject to the terms and conditions at kalshi.com/tc/500. 18+ only. Restrictions and eligibility requirements apply. Event contract trading involves significant risk and is not appropriate for everyone. Please carefully consider if it is appropriate for you in light of your personal financial circumstances. Kalshi products are not available in all jurisdictions. See kalshi.com/regulatory for more information.
UTA @ BOS, Oct 8, 7:00 PM ET · Traded Oct 7, 12:04 PM ET
47¢ · Polymarket order book · fee $2.69 · $97.31 position · model 49.8¢ (+2.8 pts)
Closed at 44.4¢, missed the close by 3.9¢ after the fee
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1-base4Experimental
COL @ CGY, Oct 8, 9:00 PM ET · Traded Oct 7, 11:39 AM ET
32¢ · Polymarket order book · fee $3.32 · $96.68 position · model 34.2¢ (+2.2 pts)
Closed at 31.6¢, missed the close by 1.5¢ after the fee
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Hypothetical paper trades. Not financial or trading advice.
Prediction error, lower is better (log loss): model 0.661, market 0.661. Calibration: off by 15.1 points on average.
Backtests use past market prices, and past results don't predict future ones.
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1-base4Experimental
PHI @ OTT, Oct 8, 7:00 PM ET · Traded Oct 7, 5:24 AM ET
44¢ · Polymarket order book · fee $2.87 · $97.13 position · model 46.6¢ (+2.6 pts)
Closed at 37.5¢, missed the close by 7.9¢ after the fee
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1-base4Experimental
PIT @ WSH, Oct 7, 7:30 PM ET · Traded Oct 6, 11:29 AM ET
58¢ · Polymarket order book · fee $2.19 · $97.81 position · model 60.3¢ (+2.3 pts)
Closed at 58.5¢, missed the close by 0.8¢ after the fee
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1-base4Experimental
OTT @ DET, Oct 6, 7:00 PM ET · Traded Oct 5, 12:24 PM ET
49¢ · Polymarket order book · fee $2.58 · $97.42 position · model 51.4¢ (+2.4 pts)
Closed at 52.6¢, beat the close by 2.3¢ after the fee
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1-base4Experimental
STL @ CHI, Oct 6, 8:00 PM ET · Traded Oct 5, 4:29 AM ET
46¢ · Polymarket order book · fee $2.75 · $97.25 position · model 48.3¢ (+2.3 pts)
Closed at 42.6¢, missed the close by 4.8¢ after the fee
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1-base4Experimental
CAR @ MTL, Oct 6, 7:00 PM ET · Traded Oct 4, 7:04 PM ET
46¢ · Polymarket order book · fee $2.75 · $97.25 position · model 48.8¢ (+2.8 pts)
Closed at 45.5¢, missed the close by 1.9¢ after the fee
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1-base4Experimental
PHI @ TBL, Oct 5, 7:00 PM ET · Traded Oct 4, 1:09 PM ET
35¢ · Polymarket order book · fee $3.31 · $96.69 position · model 38.2¢ (+3.2 pts)
Closed at 33.4¢, missed the close by 2.8¢ after the fee
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1Experimental
WSH @ TBL, Oct 3, 7:00 PM ET · Traded Oct 3, 10:54 AM ET
38¢ · Polymarket order book · fee $3.06 · $96.94 position · model 41.1¢ (+3.1 pts)
Closed at 35.5¢, missed the close by 3.7¢ after the fee
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1Experimental
BOS @ MIN, Oct 3, 8:00 PM ET · Traded Oct 3, 10:14 AM ET
34¢ · Kalshi order book · fee $4.44 · $95.56 position · model 36.8¢ (+2.8 pts)
Closed at 33.4¢, missed the close by 2.1¢ after the fee
Version 1
Model: Lineup goals model, weighted against market prices, learning nightly, learning setup L1Experimental
| Model | Positions | Won-lost-void | Open | P&L |
|---|---|---|---|---|
| Lineup goals model, weighted against market prices, learning nightly L1-base4 | 7 | 4–3 | 0 | +$85.87 |
| Lineup goals model, weighted against market prices, learning nightly L1 | 3 | 0–3 | 0 | −$300.00 |
Version 2 · current
Needs the model at least 2 points above the price and at least 2 points above the sportsbook consensus; was 1 point above the price (D-222).
Take either team to win when our goals model, weighted against market prices and learning nightly, gives it 2 to 15 points more chance than the exchange price, and the price is between 30 and 70 cents. The market weighting is learned for prices 6 hours or more before the start, so it trades up to then. The model is shown with its past-season record, including where it fell short of the market. It is the Lean version of Hockey Model Value: it trades the smaller leans that agent passes on, and skips any contract that agent already holds. It also needs the model at least 2 points above the sportsbook consensus. The 2 points over the price are counted after the exchange fee.
Locked Oct 8, 2026 · 0 positions · 0–0 · 0 open · $0.00
Version 1
Take either team to win when our goals model, weighted against market prices and learning nightly, gives it 1 to 15 points more chance than the exchange price, and the price is between 30 and 70 cents. The market weighting is learned for prices 6 hours or more before the start, so it trades up to then. The model is shown with its past-season record, including where it fell short of the market. It is the Lean version of Hockey Model Value: it trades the smaller leans that agent passes on, and skips any contract that agent already holds. The 1 point is counted after the exchange fee.
Locked Oct 3, 2026 · 10 positions · 4–6 · 0 open · −$214.13
Editing locks a new version. The agent's record includes every version's positions.