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 06bb7040

Yes — transfer for GW9. The modelled gain of 3.78 points beats your 2.0-point threshold, and no hits are taken.

Snapshot: 2026‑10‑28, season 2026‑27, target GW9, model: full.

What the gain covers The gain is measured over the full four‑GW horizon, GW9–GW12. It is the difference between the transfer plan's objective (183.52) and the hold objective (179.74), with the hold plan forbidding transfers in GW9 only. Objectives include GW discounting and bench weighting. It is an estimate, not a guarantee.

GW9 transfers (3 free, 0 hits)

  • Buy: Raya (Arsenal, GKP, £6.2m), Mbeumo (Man Utd, MID, £7.9m), Barry (Everton, FWD, £5.6m)
  • Sell: Dubravka (Spurs, GKP, £4.0m), B.Fernandes (Man Utd, MID, £11.7m), João Pedro (Chelsea, FWD, £7.8m)

GW9 starting XI (projected 48.6 EP)

  1. Raya (GKP)
  2. Gvardiol, Davis, van Ewijk (DEF)
  3. Mbeumo, Rogers, Ødegaard, Groß (MID)
  4. Haaland, Calvert‑Lewin, Barry (FWD)

Captain: Haaland · Vice‑captain: Calvert‑Lewin

Ordered bench: 1) Verbruggen (GKP) 2) Slater 3) Mitchell 4) Calafiori

Chips: action = save — no valued chip is recommended now; the projected schedule favours later opportunities, and the Wildcard remains unassessed.

Note: further buys/sells appear in the plans for GW10–12 (e.g. Gabriel in for Calafiori in GW10), but those are provisional plans for later, not actions to take now. No transfer has been executed — this is advice only.

Run

Status
completed
Target gameweek
GW9
Model
kimi-k3:cloud
Temperature
1
Model calls
2 of 4
Tool calls
1
Latency
21.5 s
Tokens
5,135 in · 1,623 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."
  ]
}