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Asked during eval run step19d-kimi-k3-cloud-t1-r3 · case recommendation-transfers-and-captain · snapshot GW9
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 8f06189aVerdict: TRANSFER for GW9. With the full model over GW9–GW12 (snapshot 2026-10-28, target GW9), the optimal plan beats holding.
The numbers
- Plan objective (transfer): 183.5
- Hold objective (no transfers in GW9): 179.7
- Gain: 3.8 EP vs threshold 2.0 — the gain clears the threshold, so the model recommends transferring with 0 hits.
The gain covers the whole GW9–GW12 horizon, not GW9 alone: it is the difference in discounted objectives between the best four-gameweek transfer plan and a plan that holds in GW9. It is not extra points expected in GW9 itself (GW9 XI EP is 48.6 either way, since the hold restriction applies to the first GW only).
GW9 transfers (3 buys, 3 sells)
- Buy: Raya (Arsenal, GKP, £6.2m), Barry (Everton, FWD, £5.6m), Mbeumo (Man Utd, MID, £7.9m)
- Sell: João Pedro (Chelsea, £7.8m — out injured, unknown return), B.Fernandes (Man Utd, £11.7m), Dubravka (Spurs, £4.0m)
GW9 starting XI
- Raya (GKP)
- Gvardiol
- Davis
- van Ewijk
- Mbeumo
- Rogers
- Ødegaard
- Groß
- Haaland
- Calvert-Lewin
- Barry
Captain: Haaland — Vice-captain: Calvert-Lewin
Ordered bench: 1. Verbruggen (GKP), 2. Slater, 3. Mitchell, 4. Calafiori (doubtful — hip injury, 75% chance of playing, hence his drop to last sub)
Chips: action is save — no valued chip is recommended this GW, as the projected schedule favours later opportunities (Bench Boost GW15, Triple Captain GW16, Free Hit GW14 — all provisional fixed-squad estimates). Wildcard remains unassessed.
Note: the GW10–GW12 moves in the plan (e.g. Gabriel in for Calafiori in GW10) are provisional plans, not actions to take now, and no transfers are executed automatically.
Run
- Status
- completed
- Target gameweek
- GW9
- Model
- kimi-k3:cloud
- Temperature
- 1
- Model calls
- 2 of 4
- Tool calls
- 1
- Latency
- 14.8 s
- Tokens
- 5,245 in · 1,588 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."
]
}