AltHunter

AltHunter is an AI-powered autonomous trading platform for Polymarket prediction markets. It combines five complementary trading strategies — Lag Exploit, Cluster Analysis, Fair Value, Market Making, and Combined — with advanced AI decoders (GPT-4o, Claude), real-time exposure management, and a multi-agent evolutionary arena to deliver institutional-grade trading as a SaaS product.

The platform operates in shadow mode (paper trading) or live execution mode, with full risk management including exposure limits, close-mode circuit breakers, and regression guards that automatically detect and correct performance degradation.

Prediction markets like Polymarket represent a massive and growing opportunity, but individual traders face significant challenges:

Information Complexity: Prediction markets require synthesizing news, probability theory, and market microstructure simultaneously. No human can monitor hundreds of markets in real time.

Execution Speed: Oracle lag, whale cluster movements, and fair value deviations create fleeting opportunities. Manual traders consistently miss these windows.

Risk Management: Without automated exposure tracking, traders easily overconcentrate in correlated positions and face catastrophic drawdowns.

Market Making Barrier: Providing passive liquidity (market making) requires sophisticated quoting algorithms, inventory management, and volatility-adjusted spreads — traditionally reserved for institutional desks.

Strategy Optimization: Finding the right combination of strategy parameters requires continuous backtesting and A/B experimentation that is impractical to do manually.

AltHunter solves these problems through a vertically integrated AI trading platform:

Multi-Strategy Engine: Five strategies work in concert — Lag Exploit detects oracle price discrepancies, Cluster Analysis tracks whale wallet movements, Fair Value uses hybrid AI+EMA estimation, Market Maker provides passive liquidity with inventory skew, and Combined aggregates signals with confidence weighting.

AI-Powered Decoder: Every trade opportunity is analyzed by frontier AI models (GPT-4o, Claude). A/B model routing compares cheap vs. premium models, auto-escalation retries with stronger models when confidence is low, and learning transfer propagates winning rules across the system.

EMA Oracle: Multi-timeframe exponential moving average (spans 5, 15, 60) provides real-time fair value estimation, trend detection, deviation measurement, and volatility tracking — reducing unnecessary AI calls and stabilizing fair value estimates.

Exposure Management: Real-time portfolio tracking with configurable notional limits, strategy concentration guards, single-position caps, and automatic close-mode with hysteresis when risk thresholds are breached.

Multi-Agent Arena: An evolutionary optimization system that spawns agent populations with different strategy parameters, evaluates their performance, culls the weakest, and promotes the best — automatically discovering optimal configurations.

Self-Improving Daily Review: Every 24 hours the system analyzes its own performance, detects regressions, proposes parameter adjustments within guardrails, requires human approval for large changes, and sends detailed Telegram summaries.

AltHunter operates as a subscription SaaS platform with three tiers:

All plans include a 14-day free trial with full Pro features. No credit card required to start.

AltHunter generates revenue through a subscription-first model:

Monthly Subscriptions: The primary revenue stream. Three tiers (Free, Pro at $49/mo, Enterprise at $199/mo) provide predictable recurring revenue. The free tier serves as a funnel, allowing users to validate the platform in shadow mode before upgrading.

Performance Fees (Future): A planned 0.5–2% fee on profitable live trades, aligning the platform's incentives with user success. This will be introduced once the live trading mode is fully validated.

Enterprise Customization: White-label deployments, custom strategy development, and dedicated infrastructure for professional traders and funds.

Security and risk management are foundational design principles:

Exposure Management: - Configurable maximum notional exposure (absolute and % of bankroll) - Per-strategy concentration limits prevent overconcentration - Single-position size caps prevent catastrophic individual bets - Automatic close mode with hysteresis when exposure exceeds thresholds - Close mode blocks new positions and suggests position reductions

Trading Safety: - Shadow mode validates strategies before committing real capital - Regression guard detects performance drops and auto-disables strategies after 3 consecutive bad days - All parameter changes require human approval above configurable thresholds - Circuit breakers for abnormal market conditions

AI Safety: - Cost guardrails track and cap AI API spending per strategy and per day - Auto-escalation limited to 5 premium retries per day - Immutable core rules cannot be overridden by AI adjustments - All AI-suggested changes are logged and auditable

Infrastructure Security: - Encrypted API key management - Rate limiting on all endpoints - Agentic wallet spending policies (per-transaction and daily limits) - Regular dependency audits and updates

This whitepaper is for informational purposes only and does not constitute financial advice, investment advice, or any other form of professional advice.

Trading in prediction markets involves significant risk. Past performance of AI models or autonomous trading agents does not guarantee future results. Users should conduct their own research and consult with qualified financial advisors before making any trading or investment decisions.

Shadow mode (paper trading) does not involve real money and carries no financial risk. Live trading mode executes real transactions and users are solely responsible for their trading decisions and outcomes.

AltHunter provides tools and automation, but does not guarantee profits. Market conditions, liquidity, and external factors can impact results. Users should only trade with capital they can afford to lose.

This whitepaper may be updated from time to time. The most current version will always be available at althunter.com/whitepaper.