← History
Answer
Asked during eval run step19b-kimi-k3-cloud-t1-r2 · 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 33fb6d9fRecommendation: TRANSFER for GW9.
Using the frozen snapshot from 28 October 2026, 21:26 UTC, target GW9, the full model over GW9–GW12 gives:
- Transfer-plan objective: 183.52
- Hold objective: 179.74
- Gain: +3.78 points
- Threshold: 2.00 points
- Hits allowed: 0
- Verdict: Transfer, because the gain exceeds the threshold.
Immediate GW9 transfers
Buy:
- Raya — Arsenal — GKP
- Barry — Everton — FWD
- Mbeumo — Man Utd — MID
Sell:
- João Pedro — Chelsea — FWD
- B.Fernandes — Man Utd — MID
- Dubravka — Spurs — GKP
GW9 starting XI
Estimated XI points: 48.63
Raya; Gvardiol, Davis, van Ewijk; Mbeumo, Rogers, Ødegaard, Groß; Haaland, Calvert-Lewin, Barry.
- Captain: Haaland
- Vice-captain: Calvert-Lewin
Ordered bench
- Verbruggen
- Slater
- Mitchell
- Calafiori
What the gain covers
The +3.78-point gain covers the whole GW9–GW12 horizon, not GW9 alone. It compares the model’s best four-GW transfer sequence against the hold baseline, using discounted objectives and bench weighting. Transfers shown for GW10–GW12 are provisional plans, not actions to make now.
Chip decision: save — no valued chip is recommended now; the projected schedule favours later opportunities. Wildcard remains unassessed.
Run
- Status
- completed
- Target gameweek
- GW9
- Model
- kimi-k3:cloud
- Temperature
- 1
- Model calls
- 2 of 4
- Tool calls
- 1
- Latency
- 20.6 s
- Tokens
- 5,135 in · 2,111 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."
]
}