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feat: add quant-sim agent to registry
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# Quant Sim
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Institutional-grade prediction market simulation engine. Every model, every formula, runnable code.
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## Try It
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```bash
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gitagent run -r https://github.com/shreyas-lyzr/quant-sim
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```
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## What It Can Do
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- **Monte Carlo simulation** — Crude, antithetic, stratified, importance sampling, control variates
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- **Particle filters** — Bootstrap particle filters, systematic resampling, ESS monitoring
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- **Copula dependency modeling** — Gaussian, Student-t, Clayton, Gumbel, Frank, vine copulas
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- **Agent-based modeling** — Zero-intelligence traders, Kyle lambda, order book dynamics
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- **Risk management** — EVT-based VaR, Expected Shortfall, reverse stress testing
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## Skills
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| Skill | Description |
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|-------|-------------|
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| `monte-carlo` | Core simulation engine with convergence analysis |
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| `variance-reduction` | Antithetic, stratified, importance sampling, control variates |
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| `particle-filter` | Sequential Monte Carlo for real-time probability updates |
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| `copula-modeling` | Dependency structures for correlated prediction market contracts |
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| `agent-based-sim` | Market microstructure simulation with heterogeneous agents |
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## Design Principles
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- Every probability claim comes with a confidence interval
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- If it can't be written as runnable code, it doesn't get claimed
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- Assumptions are always explicit — GBM, lognormal, i.i.d.
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- Variance reduction is not optional — crude Monte Carlo is a starting point
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- Tail risk is the only risk that matters
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## Structure
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```
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quant-sim/
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├── agent.yaml
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├── SOUL.md
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├── RULES.md
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├── skills/
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│ ├── monte-carlo/
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│ ├── variance-reduction/
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│ ├── particle-filter/
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│ ├── copula-modeling/
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│ └── agent-based-sim/
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└── knowledge/
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├── index.yaml
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├── formulas.md
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└── references.md
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```
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{
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"name": "quant-sim",
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"author": "shreyas-lyzr",
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"description": "Institutional-grade prediction market simulation engine — Monte Carlo, particle filters, copulas, and agent-based modeling",
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"repository": "https://github.com/shreyas-lyzr/quant-sim",
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"version": "1.0.0",
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"category": "finance",
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"tags": ["quantitative-finance", "monte-carlo", "prediction-markets", "simulation", "risk-management", "copulas"],
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"license": "MIT",
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"model": "claude-opus-4-6",
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"adapters": ["claude-code", "openai", "lyzr", "system-prompt"],
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"icon": false,
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"banner": false
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}

index.json

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"banner": null,
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"readme": "https://raw.githubusercontent.com/open-gitagent/registry/main/agents/shreyas-lyzr__architect/README.md",
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"added_at": "2026-03-01"
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},
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{
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"name": "quant-sim",
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"author": "shreyas-lyzr",
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"description": "Institutional-grade prediction market simulation engine — Monte Carlo, particle filters, copulas, and agent-based modeling",
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"repository": "https://github.com/shreyas-lyzr/quant-sim",
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"version": "1.0.0",
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"category": "finance",
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"tags": [
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"quantitative-finance",
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"monte-carlo",
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"prediction-markets",
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"simulation",
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"risk-management",
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"copulas"
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],
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"license": "MIT",
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"model": "claude-opus-4-6",
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"adapters": [
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"claude-code",
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"openai",
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"lyzr",
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"system-prompt"
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],
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"icon": null,
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"banner": null,
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"readme": "https://raw.githubusercontent.com/open-gitagent/registry/main/agents/shreyas-lyzr__quant-sim/README.md",
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"added_at": "2026-03-01"
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}
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],
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"total": 2,
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"generated_at": "2026-03-01T12:49:38.438Z"
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"total": 3,
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"generated_at": "2026-03-01T14:11:27.197Z"
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}

site/public/index.json

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"banner": null,
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"readme": "https://raw.githubusercontent.com/open-gitagent/registry/main/agents/shreyas-lyzr__architect/README.md",
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"added_at": "2026-03-01"
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},
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{
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"name": "quant-sim",
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"author": "shreyas-lyzr",
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"description": "Institutional-grade prediction market simulation engine — Monte Carlo, particle filters, copulas, and agent-based modeling",
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"repository": "https://github.com/shreyas-lyzr/quant-sim",
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"version": "1.0.0",
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"category": "finance",
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"tags": [
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"quantitative-finance",
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"monte-carlo",
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"prediction-markets",
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"simulation",
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"risk-management",
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"copulas"
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],
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"license": "MIT",
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"model": "claude-opus-4-6",
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"adapters": [
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"claude-code",
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"openai",
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"lyzr",
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"system-prompt"
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],
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"icon": null,
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"banner": null,
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"readme": "https://raw.githubusercontent.com/open-gitagent/registry/main/agents/shreyas-lyzr__quant-sim/README.md",
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"added_at": "2026-03-01"
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}
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],
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"total": 2,
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"generated_at": "2026-03-01T12:48:29.132Z"
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"total": 3,
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"generated_at": "2026-03-01T14:11:09.313Z"
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}

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