# Computer Vision Engineer Assessment

**Expert:** Computer Vision Engineer | **Focus:** Real-time latency, multi-person detection, running gait

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## 📚 Documents in This Folder

| Document                           | Length             | Purpose                              |
| ---------------------------------- | ------------------ | ------------------------------------ |
| **01-executive-summary.md**        | 5 KB               | Key findings & architectural verdict |
| **02-real-time-architecture.md**   | 1000+ lines        | Deep technical analysis              |
| **03-implementation-checklist.md** | Week-by-week guide | Task 3 implementation steps          |

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## 🎯 Quick Verdict

⚠️ **APPROVE WITH REVISIONS** (Hybrid architecture required for \<200ms target)

**Critical Finding:** \<200ms latency requires HYBRID architecture (client-side TensorFlow.js + server fallback), not pure server-side

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## 🔑 Key Topics

- Real-time latency profiling
- Hybrid architecture (client + server)
- Multi-person detection feasibility
- Running gait detection algorithms
- MediaPipe capability assessment
- Performance optimization strategies

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**Last Updated:** November 17, 2025
