Per-Agent Calibration Scores: Spain vs Belgium
Result: ESP 2-1 BEL (90') β FabiΓ‘n Ruiz 30', De Ketelaere 41' (BEL), Merino 88'. ESP won in regulation, advance to SF vs France.
Auto-scored baseline: winner_90 + advance + scoreline β mm3 25/50 | g4 45/50 | g5 45/50. who_scores 0/20 all (no #1 or top-3 pick scored for any agent).
π g4 = Kimi K2.7 Code (ollama/kimi-k2.7-code:cloud) β DEBUT MATCH. This is the first data point for the new g4 model (replaced glm-5-turbo Jul 9). The 24-match glm-5-turbo era record (avg 58/80, Band C) is now closed; Kimi starts a fresh calibration record here. Result: g4 = A (90%) β the highest of the three, driven by being the ONLY agent to correctly project Spain's possession dominance (~62%) instead of applying the R32-5c flip cap. One match is a small sample; do not over-extrapolate.
Headline calibration learning: All three correctly picked ESP to advance and win in 90', and all three staked the right model-breakers (no GK change, Oliver lenient, F11 neutralized, BEL Plan-A restoration, Courtois open-shape diluted). The spread (mm3 47 / g5 67 / g4 72, a 25pt gap) is driven by two genuine reasoning differences: (1) the scoreline modal (mm3 draw-hedged 1-1 β 0/25; g4/g5 ESP 1-0 with 2-1 in-list β 20/25), and (2) the possession projection (g4 dominance β 5/5; mm3/g5 flip-cap β 0/5). Both are honest signals, not noise.
mm3 (MiniMax-M3)
Findings: 13/20
| # | Finding staked | Direction | Magnitude | Score | Note |
|---|---|---|---|---|---|
| 1 | ESP 0 GA compound = load-bearing edge (+5pt momentum cap); SimΓ³n "clean-sheet form real but Γ0.25 weight β untested vs sustained pressure" | β | β | 3 | Defensive edge held (ESP won, best block at the WC), but the 0 GA magnitude broke at 41' (De Ketelaere). The "untested vs sustained pressure" caveat was prescient β exactly what materialized. Direction right, magnitude wrong. |
| 2 | R32-5f: Courtois confirmed-form but in OPEN 4-2-3-1 (not low block) β draw-forcing muted to Γ0.25-0.3 (not Γ0.5-0.6) | β | β | 5 | Courtois conceded 2 from ESP's ~2.0 xG / 17 shots. Hot-GK diluted in open shape validated (3rd QF after Bounou FRA-MAR). Exact call. |
| 3 | F11 weather NEUTRALIZED β 22.8Β°C, fixed ETFE canopy, no heat penalty | β | β | 5 | Brief confirms 22.8Β°C, canopy, F11 neutral. Clean. |
| 4 | F8/R32-5c possession flip cap β "Cap ESP possession at 48-52% per R32-5c" (favorite_possession=52) | β | β | 0 | Actual ESP 67.8% / BEL 32.2% β NO flip; classic possession-dominant win. Brief: "the KO-favorite possession-flip pattern did NOT fire here." Note: a defensible ~50% default that lost the coin-flip, not a reasoning failure β but as staked (cap applies), it did not apply. |
(Additional staked findings, not in top 4: F12 conservation 0% = 5/5 β both desperate, no conservation; BEL bench cavalry (Lukaku 14.3% sub-impact as BEL's "main path to victory") = 3/5 β direction right (it's genuinely BEL's edge) but magnitude wrong, Lukaku 0 goals, cavalry deployed-but-ineffective, brief learning #5 "bench is a threat, not a guarantee.")
Model-breaking: 9/10
All material model-breakers caught. GKs confirmed pre-match (SimΓ³n + Courtois, no change) β . Oliver behaved exactly as projected: 4 yellows (projected 3-4 β ), 0 pens (projected 10-15% β 0 β ), 0 reds β . The ESP FabiΓ‘n-Ruiz-for-Pedri rotation was anticipated AND FabiΓ‘n Ruiz was listed at 6% in Who Scores (he scored the opener). The π¨ BEL Plan-A restoration (KDB+DokuβSTART, 4-3-3β4-2-3-1) was explicitly called ("USA low-block was a surprise; QF = Plan A 4-2-3-1"). Weather + formation (both 4-2-3-1) correct. Only soft miss: Merino as the sub-scorer (mm3 had him in the bench list but not weighted). Deduction is conservative β no agent is perfect; the 0 GA prior was treated as near-immutable (mm3 at least caveated it).
TOTAL: 47/80 β 59% β Band D
(auto 25 + findings 13 + MB 9. Slipped to D on two genuine misses: the 1-1 draw-hedged modal cost the auto scoreline, and the possession flip cap cost a finding. The draw band itself β 30% β was a reasonable QF hedge, not docked here; the modal-winner was right (38% ESP win β ).)
g4 (Kimi K2.7 Code β DEBUT)
Findings: 18/20
| # | Finding staked | Direction | Magnitude | Score | Note |
|---|---|---|---|---|---|
| 1 | ESP 0 GA compound = "the single biggest edge," +5pt (confirmed-form Γ0.5-0.6) | β | β | 3 | Edge held (ESP won), clean sheet broke at 41'. Direction right, magnitude wrong. g4 treated it as near-immutable without mm3's "untested" caveat, but the directional call was sound. |
| 2 | ESP possession DOMINANT β "Spain will dominate the ball (projected ~62%)" + F8 flip "Already priced into WDM; marginal" (0% delta, favorite_possession=62) | β | β | 5 | KEY DIFFERENTIATOR. Actual 67.8%. g4 was the ONLY agent to reject the R32-5c flip cap and project dominance β and it held. Worth highlighting as the strongest single analytical call of the match. |
| 3 | R32-5f: Courtois "elite reputation but barely tested" / "draw-producer compound does not fire" | β | β | 5 | Courtois conceded 2 in open 4-2-3-1. Correctly declined to treat him as a draw-forcer. |
| 4 | F11 weather neutralized (22.8Β°C, ETFE canopy) | β | β | 5 | Confirmed. |
(Additional staked findings, not in top 4: F12 conservation 0% = 5/5 β ; BEL bench cavalry (Lukaku, "the live swing factor") = 3/5 β deployed but didn't fire; F22 blowout-exclusion β β no 4+ margin; R32-4 draw band 24% reasonable.)
Model-breaking: 9/10
All material model-breakers caught. GKs confirmed β . Oliver 4Y/0 pens/0R matches the 3-4Y/10-15%-pen projection β . FabiΓ‘n-Ruiz rotation anticipated. π¨ BEL Plan-A restoration (KDB+Doku START, 4-2-3-1) explicitly called ("Belgium at full attacking power β KDB + Doku RESTORED"). Weather + formation correct. Weaker than mm3/g5 only on scorer depth: g4's TOML lists just #1 per side (Yamal 22 / De Bruyne 16) and missed both De Ketelaere and Merino as secondary threats β but that is a who-scores issue (scored separately, 0/20), not a model-breaking-input miss. On the pure model-breaking rubric (GK/ref/lineup/weather/formation) g4 caught everything.
TOTAL: 72/80 β 90% β Band A
(auto 45 + findings 18 + MB 9. Strong debut. The A is driven by: ESP 1-0 modal (right winner) with 2-1 as the #2 scoreline at 14% β 20/25 partial; the correct possession-dominance projection (+5 findings vs mm3/g5's flip-cap miss); and clean model-breaking. β οΈ ONE data point β do not anchor the Kimi record on a single QF. The headline to watch: g4's willingness to buck the validated-but-~50% R32-5c flip default.)
g5 (zai/glm-5.2)
Findings: 13/20
| # | Finding staked | Direction | Magnitude | Score | Note |
|---|---|---|---|---|---|
| 1 | ESP 0 GA compound = "the load-bearing factor," +5pt deviation cap | β | β | 3 | Edge held (ESP won), clean sheet broke at 41'. g5 framed 0 GA as "the single reason ESP edge a near-even QF" β direction right, clean-sheet magnitude wrong. |
| 2 | R32-5f: "Courtois = reputation-only (Γ0.25), NOT a draw-forcer" β cleanest explicit caveat of the three | β | β | 5 | Courtois conceded 2 in open 4-2-3-1. Most forcefully staked of the three. |
| 3 | F11 weather neutralized (22.8Β°C, canopy) | β | β | 5 | Confirmed. |
| 4 | F8/R32-5c possession flip cap β "Cap ESP KO possession ~52%; BEL's Plan A competes for the ball" (favorite_possession=52) | β | β | 0 | Actual 67.8% β NO flip, ESP dominated. Same defensible-but-lost coin-flip as mm3. Brief: flip "did NOT fire here." |
(Additional staked findings, not in top 4: F12 conservation 0% = 5/5 β ; BEL bench cavalry (Lukaku) = 3/5 β didn't fire. g5's tighter draw band (23% vs mm3's 30%) and cleaner Courtois caveat were sound, but these don't offset the shared possession-flip miss.)
Model-breaking: 9/10
All material model-breakers caught. GKs β . Oliver 4Y/0 pens/0R matches projection β . FabiΓ‘n-Ruiz rotation anticipated. π¨ BEL Plan-A restoration caught. Best scorer-anticipation depth of the three: De Ketelaere listed at 10% (#5) and Merino at 8% (#4) β both actual scorers were in g5's list, just outside the auto-scored top-3. Courtois caveat the cleanest. Weather + formation correct.
TOTAL: 67/80 β 84% β Band B
(auto 45 + findings 13 + MB 9. Solid B. g5 edges mm3 on the auto scoreline (ESP 1-0 modal β partial 20/25 vs mm3's 1-1 draw modal β 0/25) but shares the possession-flip finding miss, capping findings at 13. The Courtois caveat + secondary-scorer depth (De Ketelaere/Merino both listed) were g5's best work.)
Cross-agent notes
- Who Scores = 0/20 for all three. ESP #1 (Yamal/g5: Oyarzabal) and BEL #1 (De Bruyne) all blanked. The actual scorers (FabiΓ‘n Ruiz, Merino, De Ketelaere) were #4-5 or bench-list picks β QF Who Scores is volatile (brief learning #4). g5 came closest, listing both De Ketelaere (10%, #5) and Merino (8%, #4); mm3 had both as bench-list threats; g4 listed neither.
- The possession flip (R32-5c) was the decisive finding. It's a documented ~50% KO pattern (6/7 validations before this). g4 bet on dominance and won; mm3/g5 bet on the flip cap and lost. Calibration takeaway: the flip is a coin-flip default, not a lock β weight it ~50/50, and don't let it suppress the possession projection for a genuine possession-machine favorite (ESP) facing a reactive-but-open (not low-block) underdog.
- R32-5f (hot-GK = system product) validated for a 3rd straight QF β all three correctly declined to treat Courtois as a draw-forcer in open 4-2-3-1; he conceded 2. Consensus discipline here was excellent.
- 0 GA prior broke but didn't decide the match. All three treated ESP's clean-sheet streak as the load-bearing edge (+5pt). It partially invalidated (De Ketelaere 41') but ESP still won β the defensive edge was real even if the clean-sheet magnitude wasn't. mm3's "untested vs sustained pressure" caveat was the sharpest framing.
- Source conflict flagged (brief gap): the post-event brief Β§10 states Merino "started," but the ESPN-confirmed XI in
lineups.mdlists Merino on the bench (ESP XI: SimΓ³n; Porro, CubarsΓ, Laporte, Cucurella; Rodri, FabiΓ‘n Ruiz; Yamal, Olmo, Baena; Oyarzabal). Per the authoritative ESPN XI + the "big-game clutch-depth Merino" framing, Merino scored as a sub (consistent with his POR R16 90'+1' sub-winner). Model-breaking scoring assumes sub, not starter.
Scores Summary (machine-readable β DO NOT EDIT)
{
"match": "esp-vs-bel",
"result": { "score90": "2-1", "final": "2-1", "outcome90": "win", "advance": "a", "route": "90" },
"agents": {
"mm3": { "auto": 25, "winner_90": 15, "advance": 10, "scoreline": 0, "findings": 13, "model_breaking": 9, "total": 47, "pct": 59, "band": "D", "who_scores": 0 },
"g4": { "auto": 45, "winner_90": 15, "advance": 10, "scoreline": 20, "findings": 18, "model_breaking": 9, "total": 72, "pct": 90, "band": "A", "who_scores": 0 },
"g5": { "auto": 45, "winner_90": 15, "advance": 10, "scoreline": 20, "findings": 13, "model_breaking": 9, "total": 67, "pct": 84, "band": "B", "who_scores": 0 }
}
}