Your riding review

0 sections passed the repeated-evidence test before the time cutoff. A smaller cutoff admits smaller differences; a larger cutoff removes more. Each technique comparison requires at least two distinct laps on each side within one session, with similar approaches and matching channels. A three-lap session cannot supply both groups. Exit timing can still suggest useful review questions without identifying a repeated technique pattern.

Latest-day own laps only. Each contrast stays within one session and uses matching available channels. Compare repeated lower and higher counts of one observed event family, or compare higher and lower minimum speeds with at least a 3 mph gap and slowest points within 25 m, away from block boundaries. The latter flags possible excess speed loss, not confirmed over-braking. This is broader than exact full-sequence matching. At least two distinct laps on each side must pass approach matching, and most matched differences must favour the lower-count or higher-minimum-speed group. Section elapsed times are measured from the same start, so an accumulated lead before it is not counted. Approach speed, position and heading are matched, not all conditions. Rank by median matched section time difference; support and post-corner run relevance break ties. Show every qualifying block above the configured minimum time-impact cutoff, without a fixed count. Gentle runs do not establish technique quality. Counts, thresholds, source laps and rejected candidates are retained. Association is not causation; GPS noise, shifts, hills, traffic and intent remain possible explanations. No measured throttle, brake or intended apex.

{
  "min_group_laps": 2,
  "min_time_difference_s": 0.1,
  "approach_speed_mps": 2.5,
  "approach_position_m": 5.0,
  "approach_heading_deg": 12.0,
  "gentle_curvature_per_m": 0.006,
  "run_gap_m": 60.0,
  "run_start_window_m": 150.0,
  "meaningful_run_m": 150.0,
  "bend_prominence_per_m": 0.003,
  "bend_curvature_per_m": 0.008,
  "bend_spacing_m": 75.0,
  "geometry_bonus_max": 0.75,
  "geometry_run_cap_m": 400.0,
  "positive_pair_difference_s": 0.05,
  "minimum_speed_gap_mph": 3.0,
  "minimum_speed_location_gap_m": 25.0,
  "minimum_speed_boundary_margin_m": 15.0,
  "min_priority_gain_s": 0.5
}

Named blocks may span several turns. Numbers retain the supplied map convention; distances follow the recorded lap. Start/finish can split a corner.

Practice language focuses on smooth transitions. Optional reading: Champ School on getting the bike pointed for the exit. These telemetry observations are not a Champ School assessment.

The bend marker and exit-run start come from the reference track geometry and are shared by both laps. They are approximate landmarks, not measured turn-in, apex or throttle points. Where no exit run is detected, the view uses two parts split at the bend marker. Without reference bend geometry, it explicitly uses the section midpoint instead. A speed difference counts when it reaches 1 mph and lasts at least half a second in both laps. This is a display filter, not a practice threshold. Speed and elapsed time are interpolated at the same track distances; the slowest points are found independently in each lap. This pair explains a recorded difference, not its cause or repeatability.