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System Shock — Funded Applied AI League

System Shock is a long-term, skill-based dynasty competition operated and funded by AstroSpider. Each season we select 12–16 managers through an application process—no buy-ins, no entry fees. AstroSpider funds league operations and the prize pool to keep the focus on strategy, integrity, and measurable performance over time.

System Shock Dynasty League graphic
Why AstroSpider Supports System Shock

AstroSpider operates and funds System Shock as a real-world environment for exploring applied data, analytics, and AI in a transparent and ethical way. It’s a controlled sandbox for experimentation—not automation, not competitive advantage, and not client work. If AstroSpider wins the season, the prize is donated to a neurodivergence-focused charity.

Decision History Time-Series Data Forecast vs Outcome Explainability Governance & Fairness
AI Initiatives

We're building AI-powered tools for System Shock that demonstrate real capabilities — not gimmicks. These tools are opt-in, transparent, and designed to assist understanding rather than automate decisions.

📖

Rules RAG

Natural language Q&A for league bylaws. Ask questions like "Can I trade IR players?" or "How does Max PF work?" and get accurate answers with source references.

In Development
⚖️

Trade Analyzer

Evaluate trade fairness using historical data, player projections, and league-specific context. Understand the value you're giving up and receiving.

Planned
🎯

Draft Assistant

Rookie rankings contextualized for System Shock's scoring and roster settings. Understand how TE Premium and Superflex affect player values.

Planned
📊

Season Recap Generator

AI-written summaries of matchups, standings, and storylines. Capture the narrative of each season without manual effort.

Planned
📈

Player Trend Dashboard

Visualize player performance over time. Track scoring trends, snap counts, target shares, and identify buy-low/sell-high opportunities.

Planned
💬

Ask the League

Conversational interface to query league history. "Who won the 2025 championship?" "What was the biggest trade last season?" "Show me my head-to-head record vs. Team X."

Planned

Why Build This?

These tools aren't just for fantasy football — they demonstrate capabilities AstroSpider can build for enterprise clients. Rules RAG becomes policy Q&A. Trade Analyzer becomes deal evaluation. Season Recaps become automated reporting. System Shock is the proving ground.

League Integrity First

System Shock prioritizes fairness, transparency, and long-term trust. No AI system will automate roster decisions, trading, or lineup management. All analytics features are opt-in, documented, and designed to level the playing field — not create unfair advantages.

Get Involved

Selected cohort members have access to a private hub for official documents, league updates, and optional analytics experiments.

Express Interest View League Rules