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@rcraw rcraw commented Dec 7, 2025

Summary

Comprehensive competitive analysis of 9 TV5 Hackathon submissions, identifying architectural innovations and proposing a unified platform that combines the best
elements from all participants.

What's Included

  • Competitive Analysis: Deep dive into 9 repositories with tech stack comparisons
  • Innovation Mapping: Identified standout contributions from each team
  • Unified Architecture: Proposed "WatchNow" platform integrating all innovations
  • Performance Targets: Metrics to reduce discovery time from 45min → <3min

Key Findings

Repository Innovation Integration Value
jjohare/hackathon-tv5 Four-Brain neuro-symbolic AI 316K QPS, explainable recommendations
binto-labs/hackathon-tv5-AFNZ Edge-first architecture <30ms global latency, 330 PoPs
ruvnet (postgres-cli branch) RuVector + SONA runtime Self-learning database, 61μs HNSW
Emine-42/CineMatch Swipe-based UX Consumer-friendly discovery
proffesor-for-testing (EmotiStream) Emotion-aware Q-Learning Mood-to-content mapping
bencium/hackathon-tv5 Rust microservices 66 agents, 213 MCP tools

Proposed Unified Architecture

USER LAYER: CineMatch swipe + EmotiStream mood detection
EDGE LAYER: binto-labs Cloudflare (330 PoPs, <30ms)
AI LAYER: jjohare Four-Brain + bencium 66 agents
DATABASE: ruvnet RuVector (self-learning, 53+ SQL functions)
DATA SOURCES: TMDB + IMDb + Wikidata + JustWatch (94.3% entity resolution)

Why This Matters

No single team built the complete solution, but together all submissions provide the components for a breakthrough entertainment discovery platform. This analysis
maps how they could integrate to create emergent value beyond any individual implementation.

Target Metrics

Metric Current Industry Unified Target
Time to decision 45 minutes < 3 minutes
Recommendation satisfaction ~60% > 85%
Global latency 100-500ms < 30ms p95

Detailed commit message:
  docs: Add competitive analysis and unified platform synthesis

  Comprehensive research analyzing 9 TV5 Hackathon submissions to identify
  architectural patterns, innovations, and integration opportunities.
@rcraw rcraw changed the title Coontributor Analysis & Unified Platform Synthesis Vision Contributor Analysis & Unified Platform Synthesis Vision Dec 7, 2025
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