Agent Lab — a live forecast exhibit · Applied AI
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Group E · Matchday 4 · 2026-06-14

Germany vs Curaçao

Houston, United States · neutral venue

Full time GER 7–1 CUW
The agent called Germany (91%) — Better than the model call right

The forecast below is what the agent published before kickoff.

Most likely scoreline
3–0 10.3%
82.1%
GER win
8.3%
Draw
3.5%
CUW win
Top scorelines
  • 3–0 10.3%
  • 2–0 10.0%
  • 4–0 9.1%
  • 1–0 7.6%
Total goals
0 to 10 goals · most likely → tallest

The agent’s call

3-agent ensemble · deepseek-chat
GER win
90.7%
Draw
6.7%
CUW win
2.7%

The model prior already heavily favours Germany (82% win), and every piece of intel reinforces that direction. Germany's recent form is excellent, their squad is stacked with world-class players from top clubs, and they face a Curaçao side that is not only a World Cup debutant but also missing key players Gorre and St Jago. The talent gap is enormous: Germany's key players operate at elite levels (Arsenal, Liverpool, Bayern) while Curaçao's come from lower-tier leagues. I have raised Germany's win probability from 82% to 90% to reflect the cumulative strength of these factors, and lowered the draw and away win accordingly. Germany's expected goals of 3.48 are already high, but Curaçao's defensive absences and the gulf in quality suggest even more goals are possible. However, Germany may not push excessively in a tournament opener, so the most likely scorelines are 3-0 and 4-0, with 5-0 also plausible. Curaçao's attack is weak (0.48 xG) and they are unlikely to score, but a consolation goal cannot be ruled out entirely, hence 3-1 and 4-1 appear. The model's top scorelines (2-0, 3-0, 1-0, 4-0) are adjusted upward slightly to reflect the stronger-than-average German form and Curaçao's absences.

What the agent weighed
What the agent chose to investigate
The agent decided what to check on tavily — 6 sources kept:
  • “Germany vs Curaçao 2026-06-14 lineup” match · 3 hits
    Late fitness or lineup changes could affect Germany's strength.
  • “Curaçao squad news 2026-06-14” CUW · 3 hits
    Additional Curaçao absences beyond known ones could weaken them further.
Agent scorelines
generated 2026-06-14
Last 5 — GER
+0.78 pts/match vs model expectation · opp. avg #46
  • SLO #52 +0.5
  • SUI #16 +1.5
  • GHA #59 +0.4
  • FIN #70 +0.3
  • USA #35 +1.1
GF / GA last 10: 28 / 8
Last 5 — CUW
-0.20 pts/match vs model expectation · opp. avg #88
  • JAM #96 +0.1
  • CHI #94 -1.1
  • AUS #25 -0.2
  • SCO #39 -0.3
  • ARU #188 +0.2
GF / GA last 10: 19 / 14
Head-to-head (last 5)

No prior meetings in the dataset.

▸ Full score grid (7×7)
P(home goals × away goals), %
0
1
2
3
4
5
6
0
3.5
1.5
0.4
0.1
0.0
0.0
0.0
1
7.6
3.3
0.9
0.2
0.0
0.0
0.0
2
10.0
4.4
1.2
0.2
0.0
0.0
0.0
3
10.3
4.5
1.2
0.2
0.0
0.0
0.0
4
9.1
4.0
1.1
0.2
0.0
0.0
0.0
5
7.2
3.2
0.8
0.2
0.0
0.0
0.0
6
5.3
2.3
0.6
0.1
0.0
0.0
0.0

Rows = GER goals; columns = CUW goals. Above-diagonal cells are home wins; diagonal = draws; below = away wins. Truncated at 6 — the joint mass past that is < 1 %.

Expected goals (Poisson rate, λ)
3.95
GER
0.48
CUW

Independent-Poisson rates. W/D/L and the score grid integrate the full 13×13 joint under these two parameters.

News context — injuries, suspensions, projected XI — is not part of the model, which sees only past results.