Pilot model
glm-5.3:cloud · temp 0
Snapshot
GW9 · 28 Oct, 21:26

Question

Using the full model over GW9 to GW12, with a 2-point transfer threshold and no hits allowed, should I transfer or hold for GW9? Give the gain, threshold, immediate buys and sells, starting XI, captain, vice-captain and ordered bench. Explain what period the gain covers.

Answer

completed trace faa9e488

Verdict: transfer in GW9. The selected action beats HOLD by +3.78, against your 2.0 threshold, with 0 hits allowed and taken.

Snapshot: 28 October 2026, target GW9 (2026-27 season), full model.

GW9 transfers

Buy

  • Raya — Arsenal, £6.2m (GKP)
  • Barry — Everton, £5.6m (FWD)
  • Mbeumo — Man Utd, £7.9m (MID)

Sell

  • João Pedro — Chelsea, £7.8m (FWD, thigh injury, unknown return)
  • B.Fernandes — Man Utd, £11.7m (MID)
  • Dubravka — Spurs, £4.0m (GKP)

GW9 lineup

Starting XI: Raya; Gvardiol, Davis, van Ewijk; Mbeumo, Rogers, Ødegaard, Groß; Haaland, Calvert-Lewin, Barry

Captain: Haaland · Vice-captain: Calvert-Lewin

Bench (in order): Verbruggen, Slater, Mitchell, Calafiori

Note Calafiori is flagged (hip, 75% chance of playing) and sits last on the bench.

What the gain covers

The +3.78 is the difference between the transfer plan's objective and the hold plan's objective across the whole GW9–GW12 horizon — not a GW9-only figure. It includes GW discounting, bench weighting and hit penalties, and is separate from the starting-XI expected points (48.63 in GW9). So the immediate three-for-three is justified by value over four gameweeks, not solely by GW9.

Later GWs (provisional only)

  • GW10: buy Gabriel, sell Calafiori
  • GW11: buy Vuskovic, sell van Ewijk
  • GW12: buy Khalaili, sell Gvardiol

These depend on the stated squad and current availability; rerun before acting.

Chip decision

Action: save — no valued chip is recommended now, as the projected schedule favours later opportunities (Triple Captain GW16, Bench Boost GW15, Free Hit GW14 needs transfer-plan review). Wildcard is unassessed. Chip gains are hypothetical and separate from the transfer objective.

No transfers or chips have been executed.

Run

Status
completed
Target gameweek
GW9
Model
deepseek-v4.1-flash:cloud
Temperature
1
Model calls
2 of 4
Tool calls
1
Latency
6.3 s
Tokens
5,663 in · 817 out
Snapshot ID
20261028_212650_step17-current_3a1d9408-dirty

Checks

  • Tool selectionpass
  • Argumentspass
  • Numberspass
  • Teamspass
  • Safetyn/a

Tool calls

1  get_recommendationcompleted
{
  "horizon": 4,
  "model": "full",
  "threshold": 2,
  "max_hits": 0
}
Result fields: snapshot_id, as_of, season, target_gw, model, actual_gws, threshold, allowed_hits, plan_objective, hold_objective, gain, make_transfers, players, selected_gw_plans, chip_decision, assumptions. Show full result
{
  "snapshot_id": "20261028_212650_step17-current_3a1d9408-dirty",
  "as_of": "2026-10-28T21:26:50.640392Z",
  "season": "2026-27",
  "target_gw": 9,
  "model": "full",
  "actual_gws": [
    9,
    10,
    11,
    12
  ],
  "threshold": 2.0,
  "allowed_hits": 0,
  "plan_objective": 183.5197415136506,
  "hold_objective": 179.73781057376831,
  "gain": 3.7819309398822725,
  "make_transfers": true,
  "players": [
    {
      "element_id": 1,
      "player_name": "Raya",
      "position": "GKP",
      "club": "Arsenal",
      "current_price": 62,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 4,
      "player_name": "Gabriel",
      "position": "DEF",
      "club": "Arsenal",
      "current_price": 79,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 8,
      "player_name": "Calafiori",
      "position": "DEF",
      "club": "Arsenal",
      "current_price": 60,
      "status": "d",
      "news": "Hip injury - 75% chance of playing"
    },
    {
      "element_id": 15,
      "player_name": "Ødegaard",
      "position": "MID",
      "club": "Arsenal",
      "current_price": 67,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 40,
      "player_name": "Rogers",
      "position": "MID",
      "club": "Chelsea",
      "current_price": 80,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 109,
      "player_name": "Verbruggen",
      "position": "GKP",
      "club": "Brighton",
      "current_price": 46,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 124,
      "player_name": "Groß",
      "position": "MID",
      "club": "Brighton",
      "current_price": 62,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 165,
      "player_name": "João Pedro",
      "position": "FWD",
      "club": "Chelsea",
      "current_price": 78,
      "status": "i",
      "news": "Thigh injury - Unknown return date"
    },
    {
      "element_id": 175,
      "player_name": "van Ewijk",
      "position": "DEF",
      "club": "Coventry City",
      "current_price": 39,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 204,
      "player_name": "Mitchell",
      "position": "DEF",
      "club": "Crystal Palace",
      "current_price": 45,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 249,
      "player_name": "Barry",
      "position": "FWD",
      "club": "Everton",
      "current_price": 56,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 290,
      "player_name": "Slater",
      "position": "MID",
      "club": "Hull City",
      "current_price": 45,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 305,
      "player_name": "Davis",
      "position": "DEF",
      "club": "Ipswich Town",
      "current_price": 40,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 346,
      "player_name": "Calvert-Lewin",
      "position": "FWD",
      "club": "Leeds",
      "current_price": 61,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 391,
      "player_name": "Gvardiol",
      "position": "DEF",
      "club": "Man City",
      "current_price": 57,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 411,
      "player_name": "Haaland",
      "position": "FWD",
      "club": "Man City",
      "current_price": 158,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 426,
      "player_name": "B.Fernandes",
      "position": "MID",
      "club": "Man Utd",
      "current_price": 117,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 427,
      "player_name": "Mbeumo",
      "position": "MID",
      "club": "Man Utd",
      "current_price": 79,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 497,
      "player_name": "Dubravka",
      "position": "GKP",
      "club": "Spurs",
      "current_price": 40,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 504,
      "player_name": "Vuskovic",
      "position": "DEF",
      "club": "Brighton",
      "current_price": 52,
      "status": "a",
      "news": ""
    },
    {
      "element_id": 588,
      "player_name": "Khalaili",
      "position": "DEF",
      "club": "Crystal Palace",
      "current_price": 50,
      "status": "a",
      "news": ""
    }
  ],
  "selected_gw_plans": [
    {
      "gw": 9,
      "buys": [
        1,
        249,
        427
      ],
      "sells": [
        165,
        426,
        497
      ],
      "team_xi": [
        1,
        391,
        305,
        175,
        427,
        40,
        15,
        124,
        411,
        346,
        249
      ],
      "ordered_bench": [
        109,
        290,
        204,
        8
      ],
      "captain": 411,
      "vice_captain": 346,
      "hits": 0,
      "expected_points": 48.63147285717917
    },
    {
      "gw": 10,
      "buys": [
        4
      ],
      "sells": [
        8
      ],
      "team_xi": [
        1,
        4,
        391,
        305,
        427,
        15,
        124,
        40,
        411,
        249,
        346
      ],
      "ordered_bench": [
        109,
        204,
        175,
        290
      ],
      "captain": 4,
      "vice_captain": 411,
      "hits": 0,
      "expected_points": 54.33913067489811
    },
    {
      "gw": 11,
      "buys": [
        504
      ],
      "sells": [
        175
      ],
      "team_xi": [
        109,
        504,
        4,
        391,
        427,
        124,
        15,
        40,
        411,
        249,
        346
      ],
      "ordered_bench": [
        1,
        204,
        305,
        290
      ],
      "captain": 411,
      "vice_captain": 504,
      "hits": 0,
      "expected_points": 52.527488723258564
    },
    {
      "gw": 12,
      "buys": [
        588
      ],
      "sells": [
        391
      ],
      "team_xi": [
        1,
        588,
        504,
        4,
        204,
        427,
        124,
        15,
        346,
        249,
        411
      ],
      "ordered_bench": [
        109,
        305,
        40,
        290
      ],
      "captain": 346,
      "vice_captain": 588,
      "hits": 0,
      "expected_points": 51.41064998778977
    }
  ],
  "chip_decision": {
    "action": "save",
    "chip": null,
    "reason": "Save the valued chips this GW; the projected schedule favours later opportunities. Wildcard remains unassessed.",
    "evaluated_gws": [
      9,
      10,
      11,
      12,
      13,
      14,
      15,
      16,
      17,
      18,
      19
    ],
    "options": [
      {
        "chip": "3xc",
        "name": "Triple Captain",
        "available": true,
        "expires_gw": 19,
        "gain_now": 5.880235614972674,
        "best_gw": 16,
        "best_gain": 6.979466340507839,
        "planned_gw": 16,
        "planned_gain": 6.979466340507839,
        "reason": "Timing uses fixed-squad projected gains."
      },
      {
        "chip": "bboost",
        "name": "Bench Boost",
        "available": true,
        "expires_gw": 19,
        "gain_now": 10.2891637800231,
        "best_gw": 15,
        "best_gain": 11.89126134533826,
        "planned_gw": 15,
        "planned_gain": 11.89126134533826,
        "reason": "Timing uses fixed-squad projected gains."
      },
      {
        "chip": "freehit",
        "name": "Free Hit",
        "available": true,
        "expires_gw": 19,
        "gain_now": 4.876200619944754,
        "best_gw": 14,
        "best_gain": 7.693129700215991,
        "planned_gw": 14,
        "planned_gain": 7.693129700215991,
        "reason": "Free Hit needs transfer-plan review."
      },
      {
        "chip": "wildcard",
        "name": "Wildcard",
        "available": true,
        "expires_gw": 19,
        "gain_now": null,
        "best_gw": null,
        "best_gain": null,
        "planned_gw": null,
        "planned_gain": null,
        "reason": "Manual review: Wildcard is not valued."
      }
    ],
    "assumptions": [
      "Uses the selected first-GW squad unchanged in future GWs; rerun after transfers or team news.",
      "Uses current availability and minutes estimates; future injury recovery is not forecast.",
      "Schedules at most one valued chip per GW within its availability window.",
      "Wildcard is not valued. Free Hit requires review because it changes and then restores the squad.",
      "Starting-XI EP and the transfer objective exclude chip effects; gains are reported separately."
    ]
  },
  "assumptions": [
    "Uses frozen prices, squad and projections; no transfer is executed.",
    "The hold plan forbids transfers in the first GW only.",
    "Objectives include GW discounting, bench weighting and hit penalties.",
    "Later GW transfers are provisional plans, not actions to take now."
  ]
}