5 Quantum Algorithms · 31 AI Models

The Quantum
Advantage

Institutional-grade signal generation without the institutional price tag. Anti-repaint guaranteed, self-aware circuit breakers, and 12+ free data sources.

31
AI Models
9
Screeners
112+
Anti-repaint checks
6
Asset classes
Core Algorithms
5 Quantum-Inspired Engines
Each algorithm operates independently and contributes a weighted vote to the ensemble consensus. No single model dominates — diversity is the edge.
PAT-001 · PENDING PATENT
⚛️
Quantum Amplitude Ensemble
Born-rule probability weighting across 31 models. Signals collapse to the highest-probability outcome — not simple majority vote.
31
Models
Born-rule
Weighting
5-tier
Providers
✓OpenRouter + GitHub Models + DigitalOcean + Cloudflare + Gemini
✓Weighted consensus with probability-squared scoring
✓Automatic fallback if provider degrades
✓SHA-256 model weight integrity verification
PAT-003 · PENDING PATENT
📐
Quantum Portfolio Optimizer
Sharpe-ratio maximization via quantum annealing approximation. Rebalances toward optimal allocation on every scan cycle.
Sharpe
Objective
Auto
Rebalance
252-day
Lookback
✓Covariance matrix with quantum interference terms
✓Position sizing based on Kelly criterion + VaR
✓6 asset classes: equities, ETFs, options, forex, crypto, futures
✓Rebalances on signal change or drift >2%
PAT-007 · PENDING PATENT
🎲
Monte Carlo Stress Tester
10,000-scenario simulation per signal. Estimates tail-risk (CVaR) and survival probability before any position is opened.
10K
Scenarios
CVaR
Metric
Pre-trade
Gate
✓Simulates regime shifts: bull, bear, sideways, crash
✓Blocks trades with survival probability <80%
✓Historical drawdown injection (2008, 2020, 2022)
✓Results logged for self-awareness dashboard
PAT-005 · PENDING PATENT
🌊
Signal Fusion Engine
Hadamard-transform signal combination. Eliminates redundant signals before they reach the ensemble — quality over quantity.
9
Screeners
Hadamard
Transform
De-duped
Output
✓RSI, MACD, Bollinger, EMA, SMA, ATR, Stochastic, ADX, OBV
✓Cross-timeframe confluence (1m, 5m, 15m, 1h, 1d)
✓Alpha Vantage MCP for batch technical snapshots
✓12+ free data sources, zero API cost at base tier
PAT-011 · STRONGEST PATENT
🛡️
Anti-Repaint Guardian
112+ enforcement points across the signal pipeline. The only trading platform with cryptographic guarantee that past signals never change.
112+
Checkpoints
13
Regression tests
100%
Pass rate
✓Immutable signal log — no post-hoc modifications ever
✓SHA-256 signed signal chain — tamper-evident
✓Confidence calibration via isotonic regression
✓All 13 regression tests pass on every deployment
CONTINUAL LEARNING
🧠
Self-Reflective Trade Memory
Store → Resolve → Reflect → Inject. Every past trade informs future signal weighting through LLM-generated self-critique.
500
Max decisions
Gemini
Reflection
Auto
Learning
✓Append-only decision log with P&L resolution
✓LLM-generated lesson extraction per closed trade
✓Context injection into future ensemble prompts
✓200 lesson capacity, atomic write via os.replace

🛡️ The Anti-Repaint Guarantee

In traditional technical analysis, indicators can "repaint" — they show a perfect signal in hindsight that didn't exist when the trade was taken. Avero makes this impossible by design. Signal history is immutable, SHA-256 signed, and verified by 13 automated regression tests on every deployment.

This is PAT-011, our strongest pending patent with 112+ enforcement points across the codebase. No other retail trading platform offers this guarantee.

112+
Enforcement Points
PAT-011 PENDING
AI Infrastructure
5-Tier AI Ensemble
No single AI provider is a single point of failure. Avero rotates across 5 provider tiers, automatically falling back if any provider degrades or hits rate limits.
OpenRouter
Tier 1 · Primary
Free models
Zero cost · 50+ models
GitHub Models
Tier 2
GPT-4o · o1
Free with GitHub token
DigitalOcean
Tier 3
Llama · Mistral
Low-cost inference
Cloudflare AI
Tier 4 · Edge
Workers AI
Edge inference <50ms
Google Gemini
Tier 5 · Flagship
2.5 Flash · Pro
7 models · circuit breaker
Risk Management
Self-Aware Circuit Breakers
Avero monitors itself in real-time and halts trading the moment risk thresholds are breached. No human required — the system protects itself.
📉
Daily Loss Limit
Halts all trading if drawdown exceeds the configured daily limit. Auto-resets at market open.
⚡
Drawdown Guard
Monitors intraday peak-to-trough. Engages protective mode before catastrophic loss accumulates.
📊
Volatility Spike
Detects abnormal market volatility (VIX-equivalent) and reduces position sizing automatically.
🔴
E-STOP Override
One-click emergency stop from the dashboard. Closes all open positions and disables the bot immediately.
🕰️
Market Hours Gate
All scans and trades are market-gated. No overnight or pre-market execution without explicit configuration.
🏦
Equity Floor
Refuses to trade if buying power drops below the configured floor. Prevents total account wipeout.
Comparison
Avero vs. Traditional Platforms
Feature Manual Trading Basic Bot Avero
Anti-repaint guarantee✗ None✗ None✓ 112+ enforced
AI models in ensemble01–331 models
Self-aware circuit breakers✗Basic✓ 6 breakers
Monte Carlo pre-trade risk✗✗✓ 10K scenarios
Continual learning from trades✗✗✓ Auto-reflect
Alpha Vantage MCP integration✗✗✓ 15 methods
Monthly API costManual$50–200$0 (free tier)
DeploymentYouSemi-auto✓ Fully autonomous
Pending patents0011 applications

* Competitive matrix is self-assessed. Source-auditable under NDA by verified partners.

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