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Experimental AI-assisted analytics, predictions and ratings are estimates, not official results.
FRCinsights
Team 10654 avatar

10654

DTBA

Tiger Bytes

Shelby, Michigan, USARookie 20252026 record 13-18-0
Season APEX50.5±7D· Established · 31 matches · confidence 97/100Current-season completed matches.

Event APEX, estimated alliance contribution

An estimate of this team's own contribution at FIM District Battle Creek Event presented by BlueOval Battery Park Michigan, worked out from alliance scores at that event. This is a DIFFERENT number from the Season APEX above, it covers just this one event and isn't compared across the whole season.

Event overall (est)
50.54
Auto (est)
9.36
Teleop (est)
23.03
Endgame (est)
16.41

Experimental team metrics

Estimated from alliance-level scores. Sample-driven, honestly reported with confidence.

FRCinsights calculated
Defensive value (est)
-4.4 pts/match
Clutch (est)
-9.7 pts vs prediction
Sample-weighted confidence
94%
Wins
13
Losses
18
Win %
42%
Data confidence
96/100

2026 event history

The Blue Alliance
FIM District Muskegon Event presented by RENK
District · Mar 19–Mar 21 · 6-8-0
APEX 43.91
FIM District Battle Creek Event presented by BlueOval Battery Park Michigan
District · Mar 27–Mar 29 · 7-10-0
APEX 50.54

2026 awards

The Blue Alliance

No awards recorded this season

Team media

2026 robot & team media (current season).

The Blue Alliance
Instagram

Matches by event

All 2026 matches grouped by event, ordered chronologically

The Blue Alliance
FIM District Muskegon Event presented by RENK
District · Mar 19–Mar 21
6-8-0
Qualifications
Qual 6
Red612897439756
Blue1065435725505
W 139-107
Qual 9
Red1065478102075
Blue85642811522
W 124-49
Qual 17
Red975460798612
Blue10607106549756
L 32-113
Qual 20
Red9106106077810
Blue2405106546128
W 93-23
Qual 27
Red1065434589106
Blue954197436090
L 50-242
Qual 32
Red4967687710654
Blue607934589756
W 188-50
Qual 37
Red547049677810
Blue9754106549743
L 80-126
Qual 41
Red954155056428
Blue6079400410654
L 51-111
Qual 48
Red60908510654
Blue716086124956
L 208-275
Qual 57
Red612872484004
Blue1150310710654
L 76-137
Qual 64
Red6005106547248
Blue1060782852405
L 57-82
Qual 67
Red1065427714827
Blue49677248107
W 127-58
Playoffs
Playoff 3 R1
Red4956106543572
Blue705497565505
W 194-163
Playoff 8 R2
Red4956106543572
Blue910649678612
L 108-219
FIM District Battle Creek Event presented by BlueOval Battery Park Michigan
District · Mar 27–Mar 29
7-10-0
Qualifications
Qual 3
Red7211106546002
Blue8126114075577
W 355-129
Qual 8
Red5248977611407
Blue9758522710654
L 52-73
Qual 16
Red553848105462
Blue11460365810654
W 78-73
Qual 23
Red5248106544568
Blue445372117865
L 58-79
Qual 32
Red1143197589239
Blue9672485510654
W 183-79
Qual 38
Red106541140711431
Blue1151165885462
L 67-184
Qual 43
Red423797435150
Blue1065492055152
L 118-322
Qual 48
Red524848105227
Blue1065451503234
L 36-125
Qual 53
Red5538557710654
Blue5152522711431
L 98-215
Qual 60
Red10654977611496
Blue557792054855
L 79-104
Qual 69
Red1140751527211
Blue9215106546556
L 146-171
Qual 73
Red15021065411423
Blue721165569703
W 170-73
Playoffs
Playoff 2 R1
Red5152106549215
Blue1502114604810
W 208-119
Playoff 7 R2
Red1151127674237
Blue5152106549215
L 239-410
Playoff 9 R3
Red5152106549215
Blue5150114968126
W 193-154
Playoff 12 R4
Red721152485462
Blue5152106549215
W 264-158
Playoff 13 R5
Red600256759776
Blue5152106549215
L 246-315

Official identity, events, awards, and results from real FIRST data. Contribution metrics are statistically estimated from alliance-level scores, not individually observed, and require a minimum sample size. Model apex-0.4.0, computed 2026-08-15 19:55 UTC.