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Answer
Asked during eval run step19d-glm-5-3-cloud-t0-r1 · 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 20473843Verdict: TRANSFER for GW9 (snapshot of 28 Oct 2026, target GW9, season 2026-27, full model, GW9–GW12 horizon, threshold 2.0, no hits allowed).
Gain vs threshold
- Gain: 3.78 points (plan objective 183.52 vs hold objective 179.74) — above your 2-point threshold, so transfers are recommended.
- This gain covers the whole GW9–GW12 horizon, not just GW9: it compares the discounted, bench-weighted objective of making these transfers (and following the plan) against holding in GW9. It is a model projection, not a guarantee.
Immediate GW9 transfers (3 in, 3 out, 0 hits)
- Buy: Raya (Arsenal, GKP, £6.2m), Barry (Everton, FWD, £5.6m), Mbeumo (Man Utd, MID, £7.9m)
- Sell: João Pedro (Chelsea, FWD, £7.8m — injured, unknown return), B. Fernandes (Man Utd, MID, £11.7m), Dubravka (Spurs, GKP, £4.0m)
GW9 starting XI (projected 48.63 points)
- GKP: Raya
- DEF: Gvardiol, Davis, van Ewijk
- MID: Mbeumo, Rogers, Ødegaard, Groß
- FWD: Haaland, Calvert-Lewin, Barry
Captain: Haaland | Vice-captain: Calvert-Lewin
Ordered bench: Verbruggen (GKP), Slater (MID), Mitchell (DEF), Calafiori (DEF — flagged, hip injury, 75% chance of playing)
Chip decision: Save — no valued chip is recommended this GW; the projected schedule favours later opportunities (Triple Captain GW16, Bench Boost GW15, Free Hit GW14, all provisional). Wildcard remains unassessed.
Note: the GW10–GW12 transfer steps in the plan are provisional, not actions to take now — only the GW9 transfers above are the immediate recommendation.
Run
- Status
- completed
- Target gameweek
- GW9
- Model
- glm-5.3:cloud
- Temperature
- 0
- Model calls
- 2 of 4
- Tool calls
- 1
- Latency
- 12.2 s
- Tokens
- 5,325 in · 1,734 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
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."
]
}