submission: add hackathon track/sponsor/achievement tags to README frontmatter

docs: add submission section (track, demo video, social post, badges); soften cost claims

fix: PDF notes wrap inside table; hide trend chart until 2+ inspections (no empty box)

chore: remove internal planning docs (drafts, scripts notes) from public repo

fix: comparison report sentence built from specialist counts (no more mite contradiction)

ui: fill_width=True so layout uses full width (capped at 1600px via css)

ui: queen tile shows count (1/0) not YES; widen layout to 1600px

chore: trigger rebuild to regenerate frontend assets (cache-bust)

off-brand: custom tab bar, themed inputs/labels/tables, custom scrollbar, strip Gradio tells

feat: inspection dashboard (verdict + stat tiles), colony trend charts, polished A/B kill-shot cards

polish: hero header + detection legend + footer (Off-Brand); document Modal training pipeline + published artifacts

samples: add verified mite-detection and drone-detection photos (proves all 4 classes)

remove cyan queen candidate boxes - only confident green QUEEN box now

fix: replace both collage samples with clean single-scene hive photos (collage detector verified)

fix: replace collage sample photo with single-scene queen close-up

samples: 2 queen+drones + 3 queen-only photos, all verified working

feat: test-time augmentation (4 views) + size filter (top 30% bbox area) for queen detection

feat: ranked top-3 queen candidates with probability shown - honest AI, user verifies

tune: raise queen threshold 0.85 -> 0.92 to reduce false positives on moderate-distance shots

fix: dynamic inference size (640/1280/1920 by image dimensions) - small thumbnails were being upscaled too aggressively

tune: imgsz=1920 + lower thresholds to catch more bees on high-res user photos

feat: 5 sample photos with verified queen detection + disclaimer about operating conditions

feat: ship trained queen classifier (F1=0.962) - 100% confidence on real queen, near-zero on negatives

feat: binary classifier cascade - prefers dedicated queen classifier, falls back to VLM grid

fix: cascade no longer rubber-stamps YOLO queen labels - decides fresh from size only, ultra-strict parse

fix: cascade prompt emphasises color + size, more candidates, lower bee threshold

fix: cascade is too permissive - require exactly one queen, stricter prompt

feat: VLM cascade for queen verification (YOLO finds candidates, Qwen-VL confirms via grid comparison)

feat: lower queen threshold to 0.05, show top-confidence per class in narrative

feat: ship combined-dataset YOLO weights (Matt Nudi + Hendricks; queen mAP 0.99 + better generalization)

fix: distinguish empty YOLO detections from missing weights in narrative

fix: distinguish empty detections from missing weights; lower per-class thresholds for retrained model

chore: nudge build hook

feat: ship retrained YOLO weights (queen mAP 0.992) + smarter class canonicalization

polish: remove emojis and em dashes from sources and docs

polish: seed sample hives, polished CSS theme, rich About + README, dataset live on Hub

docs: demo video script, blog post draft, LinkedIn post draft (Field Notes badge)

feat: class aliasing + varroa support, ready for hendricks_ricky weights

fix: per-class confidence thresholds, queen-only label, mites clearly marked as VLM estimate

fix: custom annotation — thin per-class boxes, only label queen+drone, no bee text

fix: force YOLO onto CPU (ZeroGPU rejects CUDA ops outside @gpu )

refactor: YOLO runs on main container (not GPU worker), Qwen-only in @gpu

fix: run YOLO on main container, not GPU worker (file access + log visibility)

debug: log detector path/size at first call + retry instead of caching failure

feat: ship custom-trained YOLOv8s honey-bee/queen/drone detector (22MB)

feat: PDF weekly report generator + download button in Hives tab

feat: real A/B comparison logic (Apiarist vs Qwen-alone)

feat: YOLO + Qwen pipeline with graceful fallback when weights absent

feat: A/B Compare tab shell, ready for YOLO weights

fix: refresh Inspect tab hive dropdown when hives are added/refreshed/analyzed