AI-powered movement screening + sEMG compression garment for injury prevention. Gauntlet AI capstone project.
Current focus (until Mon 2026-04-20): single bicep curl demo. Project-wide scope and model picks live in
../CLAUDE.md(project root) anddocs/research/model-commercial-viability-matrix-2026-04-16.md. The "Two-layer system" description below is the full-product roadmap, not demo-day scope.
Two-layer system (full product, post-demo):
- Free phone-camera app (MediaPipe pose estimation + fascial chain reasoning)
- Premium sEMG garment with haptic cueing for real-time muscle activation feedback
| Directory | Purpose |
|---|---|
hardware/ |
Specs, sensor research, cueing research, form factor evaluation |
hardware/bom/ |
Buy lists, component database (CSV), MVP decisions |
software/ |
Application code, tests, config (server lives in software/server/) |
software/mobile-handover/ |
Contract package for the Flutter teammate — Dart interface, JSON schema, sample fixture, MediaPipe model fetch |
ml/ |
Datasets, experiments, models, training, evaluation |
docs/operations/ |
High-level project framing — BrainLifts, GTM, mission, vision |
docs/operations/comms/ |
Communications artifacts — team summaries, session notes, technical context for teammates |
docs/research/ |
Per-paper research, deep reads, synthesis docs, model/framework recommendations |
docs/research/{biomechanics,sensing,market}/ |
Research subfolders by domain |
docs/plans/ |
L1 epoch plans, L2 tactical plans |
docs/decisions/ |
Cross-domain tradeoff decisions |
docs/sessions/ |
Session handover context, plan reviews, progress snapshots |
tools/ |
Build scripts, CI helpers |
See CLAUDE.md for the full file-placement rules and tiebreakers between directories.
| Document | What |
|---|---|
docs/operations/BRAINLIFT.pdf |
Cognitive design + SPOVs |
docs/operations/gtm.md |
Go-to-market plan |
docs/operations/comms/research-integration-report.md |
Authoritative technical context for the sensing/ML layer |
docs/research/model-commercial-viability-matrix-2026-04-16.md |
Authoritative model picks (Demo/Commercial-now/Commercial-stretch) + IC-2 implications. Read first. |
docs/research/pipeline-architecture-decision-2026-04-10.md |
|
docs/research/license-audit-2026-04-11.md / -v2 |
ML model/dataset license audit (raw facts, cited by viability matrix) |
docs/research/stack-options-matrix-2026-04-11.md |
Pose/biomech stack selection matrix (raw tables, cited by viability matrix) |
docs/research/dtw-library-comparison-2026-04-14.md |
DTW library selection |
docs/research/ncc-implementation-2026-04-14.md |
NCC algorithm implementation notes |
docs/research/market/market-analysis.md |
Competitive landscape + TAM/SAM/SOM |
docs/decisions/decisions.md |
HW/SW/ML tradeoff log |
hardware/bom/final-buy-list-with-local.md |
Current buy list ($745 budget) |
hardware/bom/component-database.csv |
Consolidated equipment database |
software/mobile-handover/README.md |
Phone teammate's integration guide |
just --list # See available tasks