Attack load transfer Hip→shoulder chain · 5/7 cleanGood
Split-step timing Late in min 20–30 blockDrill
Centre recovery Avg 1.4s return-to-TGap
Reach utilisation 84% wingspan used in stretchStrong
Fatigue drift −7%/min post-min 30Conditioning
Biomarker
Source in pipeline
Audience
Coverage, distance, peak movement
Pose tracking (YOLO-pose / academy detector)
Both · measured
Heatmap, movement trail
Pose → court homography
Both · measured
L–R load, lunge depth, split-step
Pose keypoints + temporal rules
Coach · illustrative / roadmap
Shot mix, finisher/grinder, rally log
Gemini event layer
Coach · parent top-3 only · demo illustrative
Joint angles (roadmap)
Enhanced pose / RF-DETR + 3D lift
Coach · future · illustrative in samples
§04 · Rally & tactical intelligence coach
Shot mix · rally timeline
Shot tendency · horizontal bar chart
Gemini classification
Smash
28%
Clear
22%
Net
20%
Drop
18%
Drive
12%
Point endings · stacked bar
How rallies ended
Unforced
4
Smash W
3
Net W
3
Clear W
2
Rally timeline · line + markers
§05 · Progress journey parent + coach
4-week trend · line charts
Chart type: multi-line sparkline / line chart — same player file compounding session-over-session.
Coverage % Measured
100% this session
Distance (m) Measured
120.1 m
Finisher score Illustrative
72
Fatigue drift · dual line (session vs 4-wk avg)
This session 4-week avg
§06 · Professional delta · closing section
How Karthik compares to elite tier
Benchmark: Professional reference · U-17 elite singles (aggregated BWF-tier athlete profile — dummy numbers for template). Shown at the end of the report so parents see progress first, gap second.
Spider overlay · you vs pro
■ Karthik
□ Pro reference
Gap analysis · horizontal bars
Coverage
7888
Peak move
17.419.2
Reset qual.
6882
Finisher
7285
Fatigue res.
−7%−4%
Path to pro: Biggest gaps = reset quality + fatigue resistance. Coverage and peak movement are already within striking distance of elite U-17 tier.
§07–08 · Audience delivery
Parent WhatsApp summary auto-trimmed
Karthik had a strong session — movement KPIs are measured; narrative and pro delta below are illustrative sample copy.
Exclude: rally log table, pro delta detail, drill codes
One home conversation nudge only
Coach action plan full detail
Cross-court BH recovery · 3×5 min
Finisher finish · 2×8 rallies
Fatigue checkpoint · min 20
Include: full §02–§06, rally log, body scan, pro gap bars
Data sources (template spec)
Fixed camera → pose pipeline (player detection + keypoints) → court homography → measured movement metrics (distance, speed, coverage, heatmap). Gemini video layer → rallies, shot tendency, finisher/grinder, coach narrative (illustrative in this sample). We measure player movement speed, not shuttle/racket speed. Pro benchmark = cohort reference, not a named athlete. RF-DETR joint angles = roadmap (cards marked illustrative until live per player).