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 8f44e1b2

Based on the full model for the period from GW9 to GW12 (snapshot date 2026-10-28), you should transfer for GW9.

The projected gain of 3.78 points exceeds your threshold of 2.0 points. This gain covers the total expected points improvement across the four-gameweek horizon (GW9–GW12).

GW9 Transfer Action

  • Buys: Raya, Barry, Mbeumo
  • Sells: João Pedro, B.Fernandes, Dubravka

GW9 Recommended Lineup

  • Starting XI: Raya, Gvardiol, Davis, van Ewijk, Mbeumo, Rogers, Ødegaard, Groß, Haaland, Calvert-Lewin, Barry
  • Captain: Haaland
  • Vice-Captain: Calvert-Lewin
  • Ordered Bench: Verbruggen, Slater, Mitchell, Calafiori

Chip Decision: Save. No valued chip is recommended this gameweek as the projected schedule favours later opportunities. (Wildcard remains unassessed).

Run

Status
completed
Target gameweek
GW9
Model
gemma4:cloud
Temperature
0
Model calls
2 of 4
Tool calls
1
Latency
11.5 s
Tokens
5,556 in · 273 out
Snapshot ID
20261028_212650_step17-current_3a1d9408-dirty

Checks

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

Tool calls

1  get_recommendationcompleted
{
  "horizon": 4,
  "max_hits": 0,
  "model": "full",
  "threshold": 2
}
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."
  ]
}