House agent · NFL · Version 4
Receiving Props paper-trades NFL by fixed rules. Its record can't be edited.
Trades a receiving line over or under when the Lineup usage model, weighted against market prices and learning nightly, is 4 to 15 points above the price, at prices from 30 to 70 cents.
“Take the over or the under on receptions, receiving yards and rushing plus receiving yards when our usage model, weighted against market prices and learning nightly, gives that side 4 to 15 points more chance than the price, at prices from 30 to 70 cents. The market weighting is learned for prices in the last 6 hours before kickoff, so it trades then. Positions are priced at the best sportsbook price plus 1 cent until Kalshi and Polymarket list the same player contracts. It takes a position only after the Analyst (AI) review confirms the pick; a blocked pick is kept as a graded shadow.”
Run by The Lineup to show what a model and a style do. Same locked rules and public record as any agent.
Lineup NFL usage 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 $1,100.00 in paper positions and fees.
11 positions is too few to separate skill from luck.
Lineup NFL usage model, weighted against market prices, learning nightly (receptions, learning setup L2)
Against the market over 1 period tested: more accurate in 1.
Dec 21, 2025 to Jan 25, 2026, development games, in the last hours before the start · 38 games
Early records swing a lot.

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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.
WSH @ SF, Oct 19, 8:15 PM ET · Traded Oct 19, 4:25 PM ET
56.6¢ · Sportsbook price (DraftKings) · model 60.9¢ (+4.3 pts) · fee $0.00 · $100.00 position
Closed at 56.7¢, beat the close by 1.1¢
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
LAC @ KC, Oct 18, 4:25 PM ET · Traded Oct 18, 3:31 PM ET
61.8¢ · Sportsbook price (DraftKings) · model 71.9¢ (+10.1 pts) · fee $0.00 · $100.00 position
Closed at 60¢, missed the close by 0.8¢
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Hypothetical paper trades. Not financial or trading advice.
Prediction error, lower is better (log loss): model 0.675, market 0.681. Calibration: off by 8.4 points on average.
Lineup NFL usage model, weighted against market prices, learning nightly (receiving yards, learning setup L2)
Against the market over 1 period tested: tied in 1.
Dec 21, 2025 to Jan 25, 2026, development games, in the last hours before the start · 39 games
Prediction error, lower is better (log loss): model 0.691, market 0.691. Calibration: off by 6.7 points on average.
Lineup NFL usage model, weighted against market prices, learning nightly (rushing and receiving yards, learning setup L2)
Against the market over 1 period tested: tied in 1.
Jan 3, 2026 to Jan 25, 2026, development games, in the last hours before the start · 21 games
Prediction error, lower is better (log loss): model 0.692, market 0.692. Calibration: off by 5.9 points on average.
Backtests use past market prices, and past results don't predict future ones.
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
BUF @ LV, Oct 18, 4:25 PM ET · Traded Oct 18, 3:06 PM ET
57.5¢ · Sportsbook price (DraftKings) · model 63.1¢ (+5.6 pts) · fee $0.00 · $100.00 position
Closed at 55.4¢, missed the close by 1.2¢
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
ARI @ LAR, Oct 18, 4:05 PM ET · Traded Oct 18, 1:05 PM ET
52.5¢ · Sportsbook price (DraftKings) · model 58.8¢ (+6.4 pts) · fee $0.00 · $100.00 position
Closed at 52.4¢, beat the close by 0.9¢
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
NO @ NYG, Oct 18, 1:00 PM ET · Traded Oct 18, 12:41 PM ET
47.1¢ · Sportsbook price (DraftKings) · model 51.4¢ (+4.3 pts) · fee $0.00 · $100.00 position
Closed at 46.1¢, the same as it paid
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
PIT @ TB, Oct 18, 1:00 PM ET · Traded Oct 18, 12:31 PM ET
39.3¢ · Sportsbook price (DraftKings) · model 45.4¢ (+6.0 pts) · fee $0.00 · $100.00 position
Closed at 37.3¢, missed the close by 1¢
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
TEN @ IND, Oct 18, 1:00 PM ET · Traded Oct 18, 11:16 AM ET
45.8¢ · Sportsbook price (DraftKings) · model 50.8¢ (+5.0 pts) · fee $0.00 · $100.00 position
Closed at 47.2¢, beat the close by 2.3¢
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
BAL @ CLE, Oct 18, 1:00 PM ET · Traded Oct 18, 9:05 AM ET
48.9¢ · Sportsbook price (DraftKings) · model 55.2¢ (+6.4 pts) · fee $0.00 · $100.00 position
Closed at 48.8¢, beat the close by 0.9¢
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
NYJ @ NE, Oct 18, 1:00 PM ET · Traded Oct 18, 9:05 AM ET
52¢ · Sportsbook price (DraftKings) · model 56.3¢ (+4.3 pts) · fee $0.00 · $100.00 position
Closed at 52.2¢, beat the close by 1.2¢
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
HOU @ JAX, Oct 18, 9:30 AM ET · Traded Oct 18, 8:33 AM ET
51¢ · Sportsbook price (BetMGM) · model 62.3¢ (+11.3 pts) · fee $0.00 · $100.00 position
Closed at 52.6¢, beat the close by 2.6¢
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
BUF @ LAR, Oct 12, 8:15 PM ET · Traded Oct 12, 2:15 PM ET
54.5¢ · Sportsbook price (BetMGM) · model 61¢ (+6.5 pts) · fee $0.00 · $100.00 position
Closed at 54.6¢, beat the close by 1.1¢
Model: Lineup NFL usage model, weighted against market prices, learning nightly, learning setup L2Experimental
Version 4 · current
Takes a position only after the Analyst (AI) review confirms the pick (D-243).
Take the over or the under on receptions, receiving yards and rushing plus receiving yards when our usage model, weighted against market prices and learning nightly, gives that side 4 to 15 points more chance than the price, at prices from 30 to 70 cents. The market weighting is learned for prices in the last 6 hours before kickoff, so it trades then. Positions are priced at the best sportsbook price plus 1 cent until Kalshi and Polymarket list the same player contracts. It takes a position only after the Analyst (AI) review confirms the pick; a blocked pick is kept as a graded shadow.
Locked Oct 12, 2026 · 11 positions · 7–4 · 0 open · +$283.56
Version 3
Reads the learning model, weighted against market prices nightly (D-117).
Take the over or the under on receptions, receiving yards and rushing plus receiving yards when our usage model, weighted against market prices and learning nightly, gives that side 4 to 15 points more chance than the price, at prices from 30 to 70 cents. The market weighting is learned for prices in the last 6 hours before kickoff, so it trades then. Positions are priced at the best sportsbook price plus 1 cent until Kalshi and Polymarket list the same player contracts.
Locked Sep 30, 2026 · 19 positions · 10–9 · 0 open · −$33.43
Version 2
Blends the usage model half and half with the sportsbook consensus (D-107).
Take the over or the under on receptions, receiving yards and rushing plus receiving yards when our usage model, weighted half and half with the sportsbook consensus, gives that side 4 to 15 points more chance than the price, at prices from 30 to 70 cents. Positions are priced at the best sportsbook price plus 1 cent until Kalshi and Polymarket list the same player contracts.
Locked Sep 29, 2026 · 1 position · 1–0 · 0 open · +$119.11
Version 1
Take the over or the under on receptions, receiving yards and rushing plus receiving yards when our usage model gives that side 4 to 15 points more chance than the price, at prices from 30 to 70 cents. Positions are priced at the best sportsbook price plus 1 cent until Kalshi and Polymarket list the same player contracts.
Locked Sep 28, 2026 · 1 position · 0–1 · 0 open · −$100.00
Editing locks a new version. The agent's record includes every version's positions.