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UFC Fight Night: Buckley vs. Malott

Oct 17, 2026Edmonton, Alberta, Canada10 of 10 calibrated matchup cards liveFull slate live

This surface shows the governed calibrated stack honestly: probability splits, model reasons, and the caveats that matter when volatility or weak regimes are present.

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What this page is actually doing
  • Shows calibrated probabilities from the governed production alias rather than raw heuristic certainty.
  • Carries volatility and regime caveats forward instead of hiding them behind premium copy.
  • Keeps event rendering tied to real API outputs and real fighter identity data.
Welterweight
guarded
Joaquin Buckley
vs
Mike Malott
lean
calibrated lean
Mike Malott
51% calibrated win probability for the current lean, but guarded by volatility or weak-regime caveats
Joaquin Buckley
49%
Mike Malott
51%
why the model leans this way

Mike Malott projects ahead on current measurable form and matchup profile. The matchup looks relatively balanced on current measurable form. Empirical calibration applied from historical outcome bins.

Risk flags
  • Both fighters carry high finish volatility
Uncertainty / caveats
  • High-volatility matchup: finish variance is elevated and certainty should be discounted.
  • Probability is shown through the calibrated presentation layer built from baseline-v4-clean.
Heavyweight
guarded
Tanner Boser
lean
vs
Jhonata Diniz
calibrated lean
Tanner Boser
64% calibrated win probability for the current lean, but guarded by volatility or weak-regime caveats
Tanner Boser
64%
Jhonata Diniz
36%
why the model leans this way

Tanner Boser projects ahead on current measurable form and matchup profile. Jhonata Diniz holds the clearer form edge Tanner Boser holds the clearer activity edge Tanner Boser has the stronger proven sample in this division Division-transition caution: At least one fighter has thin recent sample coverage behind the proxy stats; The matchup has uneven recent sample coverage between the fighters. Empirical calibration applied from historical outcome bins.

  • Jhonata Diniz shows the clearer form edge
  • Tanner Boser shows the clearer activity edge
Risk flags
  • Jhonata Diniz long layoff
  • Tanner Boser low recent sample
Uncertainty / caveats
  • At least one fighter has thin recent sample coverage behind the proxy stats
  • The matchup has uneven recent sample coverage between the fighters
  • Probability is shown through the calibrated presentation layer built from baseline-v4-clean.
Middleweight
locked
Marc-Andre Barriault
vs
Kyle Daukaus
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Middleweight
locked
Gilbert Urbina
vs
Julien Leblanc
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Lightweight
locked
Nate Landwehr
vs
Mandel Nallo
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Bantamweight
locked
Timmy Cuamba
vs
Louis Jourdain
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Bantamweight
locked
Steven Koslow
vs
Chad Anheliger
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Women's Bantamweight
locked
Melissa Croden
vs
Chelsea Chandler
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Women's Flyweight
locked
Erin Blanchfield
vs
Jasmine Jasudavicius
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Women's Flyweight
locked
Jamey-Lyn Horth
vs
Katlyn Cerminara
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8 more bouts on this card

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