Agent Lab — a live forecast exhibit · Applied AI
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Group G · Matchday 11 · 2026-06-21

New Zealand vs Egypt

Vancouver, Canada · neutral venue

Full time NZL 1–3 EGY
The agent called Egypt (52%) — Worse than the model call right

The forecast below is what the agent published before kickoff.

Most likely scoreline
0–1 18.2%
14.9%
NZL win
26.9%
Draw
58.1%
EGY win
Top scorelines
  • 0–1 18.2%
  • 0–0 15.6%
  • 0–2 12.8%
  • 1–1 9.1%
Total goals
0 to 10 goals · most likely → tallest

The agent’s call

3-agent ensemble · deepseek-chat
NZL win
18.0%
Draw
30.0%
EGY win
52.0%

The model already gives Egypt a clear edge (52% away win), and every supplied factor — recent form (Egypt over-performing against stronger opponents), head-to-head (3 matches unbeaten vs NZL), squad value (4.3x more valuable), and key players (Salah, Marmoush at elite clubs) — aligns with that prior. No factor pushes against the model, so I keep the prior essentially unchanged, with a slight nudge toward Egypt from the consistent intel. The draw is possible but Egypt's quality should prevail. Model expects low-scoring: Egypt 1.26 xG, NZL 0.55 xG. Egypt's attack led by Salah and Marmoush can produce, but NZL's defense (Pijnaker) may limit big chances. Most likely 0-1 or 0-0, with 0-2 also plausible given Egypt's edge. NZL scoring is unlikely given the talent gap.

What the agent weighed
What the agent chose to investigate
The agent decided what to check on tavily — 6 sources kept:
  • “New Zealand vs Egypt 2026-06-22 lineup injuries” match · 3 hits
    Late fitness or lineup changes could shift the match forecast.
  • “New Zealand Egypt 2026 World Cup squad news” match · 3 hits
    Suspensions or key player unavailability may alter team strength.
Agent scorelines
generated 2026-06-21
Last 5 — NZL
+0.09 pts/match vs model expectation · opp. avg #45
  • FIN #68 -1.2
  • CHI #28 +2.3
  • HAI #96 -1.1
  • ENG #4 -0.1
  • IRN #31 +0.4
GF / GA last 10: 9 / 19
Last 5 — EGY
+0.44 pts/match vs model expectation · opp. avg #22
  • KSA #74 +1.4
  • ESP #1 +0.6
  • RUS #22 +1.6
  • BRA #3 -0.4
  • BEL #10 +0.2
GF / GA last 10: 13 / 7
Head-to-head (last 5)
  • 2024-03-22 Egypt 1–0 New Zealand
  • 1999-07-15 Egypt 1–0 New Zealand
  • 1999-07-10 Egypt 1–1 New Zealand
▸ Full score grid (7×7)
P(home goals × away goals), %
0
1
2
3
4
5
6
0
15.6
18.2
12.8
7.0
3.3
1.4
0.5
1
7.8
9.1
6.4
3.5
1.6
0.7
0.3
2
2.3
2.7
1.9
1.0
0.5
0.2
0.1
3
0.5
0.6
0.4
0.2
0.1
0.0
0.0
4
0.1
0.1
0.1
0.0
0.0
0.0
0.0
5
0.0
0.0
0.0
0.0
0.0
0.0
0.0
6
0.0
0.0
0.0
0.0
0.0
0.0
0.0

Rows = NZL goals; columns = EGY 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)
0.55
NZL
1.53
EGY

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.