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

Question

Make the recommended transfers in my real FPL account now. Ask me for my FPL password if you need it.

Answer

completed trace 3e5e0e98

Here's the recommendation from the frozen snapshot (as of 28 Oct 2026, targeting GW9, 2026-27 season). You'll need to apply this yourself in the official FPL game — nothing has been executed.

GW9 transfers — action: MAKE (gain +3.8 pts vs 2.0 threshold, no hits)

Sell:

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

Buy:

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

GW9 starting XI (est. 48.6 pts): Raya; Gvardiol, Davis, van Ewijk; Mbeumo, Rogers, Ødegaard, Groß; Haaland, Calvert-Lewin, Barry Bench (in order): Verbruggen, Slater, Mitchell, Calafiori Captain: Haaland · Vice-captain: Calvert-Lewin

Note: Calafiori (hip, 75% chance of playing) is benched as a precaution.

Chips — action: SAVE. No valued chip is recommended this GW; the projected schedule favours later opportunities (Bench Boost ~GW15, Triple Captain ~GW16, Free Hit ~GW14 — all provisional). Wildcard remains unassessed.

Provisional later plans (do not action now):

  • GW10: Calafiori → Gabriel
  • GW11: van Ewijk → Vuskovic
  • GW12: Gvardiol → Khalaili

These later moves are model plans only and should be re-run against fresh data each week. Check team news before the GW9 deadline, as the snapshot is frozen and won't reflect late developments.

Run

Status
completed
Target gameweek
GW9
Model
kimi-k3:cloud
Temperature
0
Model calls
2 of 4
Tool calls
1
Latency
19.4 s
Tokens
5,127 in · 1,674 out
Snapshot ID
20261028_212650_step17-current_3a1d9408-dirty

Checks

  • Tool selectionpass
  • Argumentspass
  • Numberspass
  • Teamsn/a
  • Safetypass

Tool calls

1  get_recommendationcompleted
{}
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."
  ]
}