cellrepair-systems

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🧬 CellRepair Systems

Autonomous AI Agent Swarms for Cellular Health

4,882 Agents · 96.5% Win Rate · 8 GB VRAM · Zero Cloud

🌐 Website · 🐦 Twitter/X · 💻 GitHub · 💼 LinkedIn

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🎯 Mission

We build self-healing AI agent swarms that autonomously debate, reason, and self-correct — delivering verified cellular health education without ever touching the cloud.

"What if 4,882 AI agents could debate every answer until only the truth survives?"

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🔥 Key Metrics

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🏗️ Architecture

                    ┌─────────────────────┐
                    │    User Query      │
                    └──────────┬──────────┘
                               │
                    ┌──────────┴──────────┐
                    │  Swarm Router       │
                    │  (Intent + Triage)  │
                    └────┬───────────┬─────┘
                         │           │
              ┌───────┴───┐ ┌───┴───────┐
              │ Agent Pool  │ │ Agent Pool  │
              │ (2,441)     │ │ (2,441)     │
              └──────┬────┘ └────┬──────┘
                       │           │
              ┌──────┴───────┴──────┐
              │  Debate & Consensus    │
              │  (Multi-Round Voting)  │
              └──────────┬──────────┘
                           │
              ┌──────────┴──────────┐
              │  Self-Healing Engine   │
              │  (Error Correction)    │
              └──────────┬──────────┘
                           │
              ┌──────────┴──────────┐
              │  ✅ Verified Response    │
              │  (96.5% Accuracy)      │
              └─────────────────────┘

Every agent runs locally. No API calls. No cloud. No data leaves your machine.

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🚀 Flagship Projects

🟣 AgentX Purple

Multi-agent debate system — the engine behind our 96.5% win rate

• 🏆 201 of 208 debates won on AgentBeats benchmark
• ⭐ 4.68/5.0 average judge score across all rounds
• 🔄 Multi-round adversarial debate with self-correction
• 🧠 Swarm consensus — agents vote, verify, and validate

🌍 CellRepair.AI — Production Network

4,882 specialized agents serving real-time cellular health education

• ⚡ Instant response via local edge inference
• 🔒 Zero data transmission — 100% privacy by design
• 📊 Production-grade reliability with self-healing pipelines
• 🧬 Specialized agents for 50+ cell biology domains

🏅 MedGemma $100K Impact Challenge

Competing in Google's premier medical AI grand challenge

• 💪 Leveraging swarm intelligence for medical reasoning
• 🔍 Novel multi-agent approach to clinical decision support
• 🎯 Targeting breakthrough performance on medical benchmarks

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💡 Why Edge AI?

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🛠️ Tech Stack

Python · PyTorch · Transformers · LangChain · CrewAI
Gradio · FastAPI · Docker · ONNX Runtime
MedGemma · BioMistral · Llama 3 · Custom Fine-tunes

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📈 Benchmark Results

AgentBeats Leaderboard (as of 2025):

  CellRepair AgentX Purple    ███████████████████▓  96.5%
  GPT-4 Turbo (baseline)      █████████████████░░░  85.2%
  Claude 3.5 Sonnet            ████████████████░░░░  82.7%
  Gemini 1.5 Pro               ███████████████░░░░░  78.9%

  Debates Won: 201/208 | Judge Score: 4.68/5.0

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🔗 Connect

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Built with ❤️ by Oliver Winkel

Founder & CEO, CellRepair Systems

🔬 Healing cells with swarm intelligence — one agent at a time.

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