Answer
Asked during eval run step19d-glm-5-3-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 c0aa3321Verdict: Transfer for GW9. The full model over GW9–GW12 (snapshot dated 28 October 2026, target GW9) projects a gain of 3.78 points against your 2.0-point threshold, so the transfer plan beats holding.
What the gain covers: It is the difference between the transfer-plan objective (183.52) and the hold objective (179.74) across the entire four-week horizon, GW9–GW12 — not just GW9. The hold plan forbids transfers in GW9 only, so the 3.78 reflects everything you gain by acting now instead of waiting, evaluated over all four gameweeks (including GW discounting, bench weighting and hit penalties).
Immediate GW9 transfers (0 points of hits):
- Out: João Pedro (Chelsea, £7.8m), B.Fernandes (Man Utd, £11.7m), Dubravka (Spurs, £4.0m)
- In: Raya (Arsenal, £6.2m), Barry (Everton, £5.6m), Mbeumo (Man Utd, £7.9m)
Starting XI (GW9):
- Raya (GKP)
- Gvardiol, Davis, van Ewijk (DEF)
- Mbeumo, Rogers, Ødegaard, Groß (MID)
- Haaland, Calvert-Lewin, Barry (FWD)
Captain: Haaland — Vice-captain: Calvert-Lewin
Ordered bench: Verbruggen, Slater, Mitchell, Calafiori
Chip decision: save. No valued chip is recommended this GW — the projected schedule favours later opportunities (e.g. Bench Boost planned for GW15, Triple Captain GW16, Free Hit GW14, all provisional). Wildcard remains unassessed.
Note: transfers for GW10–12 are provisional plans, not actions to take now — rerun after GW9 results and team news. All figures are model estimates, not guarantees.
Run
- Status
- completed
- Target gameweek
- GW9
- Model
- glm-5.3:cloud
- Temperature
- 1
- Model calls
- 2 of 4
- Tool calls
- 1
- Latency
- 10.9 s
- Tokens
- 5,325 in · 1,366 out
- Snapshot ID
- 20261028_212650_step17-current_3a1d9408-dirty
Checks
-
Tool selectionpass
-
Argumentspass
-
Numberspass
-
Teamspass
-
Safetyn/a
Hand review
- Task successpass
AI-assisted review.
Tool calls
{
"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."
]
}