5 Quantum Algorithms · AI Ensemble

The Quantum
Advantage

Institutional-grade signal generation without the institutional price tag. Lookahead-disciplined signals, circuit breakers, and 12+ free data sources.

5
AI Providers
9
Screeners
6
Breakers
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 5 AI providers. Signals collapse to the highest-probability outcome — not simple majority vote.
5
Providers
Born-rule
Weighting
Weighted
Consensus
✓OpenRouter + Groq + Nvidia NIM + Cloudflare AI + Gemini
✓Weighted consensus with probability-squared scoring
✓Routes across multiple AI providers
✓Model weight checksums computed at load; a mismatch does not block loading
PAT-003 · PENDING PATENT
📐
Quantum Portfolio Optimizer
Sharpe-ratio maximization via quantum annealing approximation. Computes target allocations for review — it does not place rebalancing orders on its own.
Sharpe
Objective
Target
Allocation
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
✓Drift reports compare current allocations with targets for review
PAT-007 · PENDING PATENT
🎲
Monte Carlo Stress Tester
10,000-scenario simulation per signal. Estimates tail-risk (CVaR) and survival probability for review.
10K
Scenarios
CVaR
Metric
Advisory
Not a gate
✓Simulates regime shifts: bull, bear, sideways, crash
✓Survival probability reported for review; no order is blocked on it
✓Historical drawdown injection (2008, 2020, 2022)
✓Results logged for review
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 at base tier
PAT-011 · PATENT PENDING
🛡️
Anti-Repaint Guardian
Signals are computed from completed bars only, so a signal never rewrites itself after the fact. Decisions are written to an HMAC-chained audit log.
iloc[-2]
Completed bars
HMAC
Audit chain
Export
Admin console
✓Completed-bar only — signals use closed bars, never forming bars
✓Decision log is append-only and HMAC-chained
✓Confidence calibration via isotonic regression
✓Audit trail readable and exportable from the admin console
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; outcomes resolve against current quotes, not realized P&L
✓LLM-generated lesson extraction per closed trade
✓Context injection into future ensemble prompts
✓200 lesson capacity, atomic write via os.replace

🛡️ The Anti-Repaint Discipline

In traditional technical analysis, indicators can "repaint" — they show a perfect signal in hindsight that didn't exist when the trade was taken. Avero computes signals from completed bars only, so a signal never rewrites itself after the fact. Decisions are written to an HMAC-chained audit log the admin console can read and export.

This is PAT-011, a pending patent. Signals are computed from completed bars only — no signal rewrites itself after the fact.

iloc[-2]
Completed bars only
PAT-011 PENDING
AI Infrastructure
AI Ensemble
No single AI provider is a single point of failure. Avero routes across 5 providers (OpenRouter, Gemini, Groq, Nvidia NIM, and Cloudflare AI). There is no local fallback: if all configured providers are unavailable, signal generation fails rather than substituting invented output.
OpenRouter
Primary
Free models
Zero cost · 50+ models
Groq
Configured
Llama
API-key provider
Nvidia NIM
Configured
Nemotron
API-key provider
Cloudflare AI
Edge
Workers AI
Edge inference <50ms
Google Gemini
Flagship
2.5 Flash · Pro
Flagship inference
Risk Management
Circuit Breakers
Avero monitors risk continuously and suppresses signals when armed thresholds are breached. The operator emergency stop is always available.
📉
Daily Loss Limit
A daily-loss threshold is configured, but the breaker cannot trip as configured: it reads a state file nothing in production writes. The emergency stop is the working manual control.
⚡
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, including shorts, and stops the scheduler.
🕰️
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
Lookahead discipline✗ None✗ None✓ Completed bars only
AI ensemble providers01–35 providers
Circuit breakers✗Basic✓ 6 breakers
Monte Carlo risk analysis✗✗✓ 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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