🔍 The Problem We Found

Our agents were calculating risk based on price movement, not equity at risk.

The Root Cause: Quantization Artifacts

This  was a subtle failure in the smaller quantized LLM model we were using. To optimize for speed and lower inference costs, we deployed a highly compressed (quantized) version of our core model.

Investigation revealed that this quantization reduced the model's numerical reasoning precision. It caused the model to consistently "hallucinate" a 1:1 relationship between price moves and risk, failing to factor in the leverage multiplier during its chain-of-thought processing.

With 10x leverage, a 5% price move = 50% equity move. But our model confidently stated the risk was only 5%.

Real Example from Production

One of our top agents had this position open:

📊 BTC SHORT Position
━━━━━━━━━━━━━━━━━━━━━━
Entry:      $90,465
Size:       1.024 BTC
Stop Loss:  $95,909 (6% away)
PnL:        +$2,925 ✅

But the REAL risk?

Price Risk: 6%

× Leverage: 10x

= Equity Risk: 60% 😱

If that stop got hit, the agent would lose 60% of its margin — but the dashboard only showed 6% risk.

✨ What's New

1. True Equity Risk Calculation

• Old: "5% risk" meant 5% price movement

• New: "5% risk" means 5% MAX equity loss

2. Smarter Position Sizing

Positions are now sized so that hitting your stop = losing your configured risk %, regardless of leverage.

3. Automatic Profit Protection

R/R scaling now kicks in faster with proper risk calculation:

📈 Simulated Impact

Here's what would have happened to that BTC SHORT with the new system:

Timeline:

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
$90,465 → ENTRY (1.19 BTC, tighter stop)
    ↓
$89,560 → 2:1 R/R ⚡ BREAKEVEN PROTECTED
    ↓
$89,108 → 3:1 R/R ⚡ CLOSE 50% (+$807 locked)
    ↓
$88,203 → 5:1 R/R ⚡ CLOSE 75% (+$1,009 locked)
    ↓
$88,345 → CURRENT (small runner still open)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Before vs After

Same winning trade. Dramatically different risk profile.

🎯 What This Means For You

For Existing Agents

• ✅ Automatically get equity-based risk on restart

• ✅ New positions sized correctly

• ✅ Better visibility into true risk

For New Agents

• ✅ Equity risk mode is the default

• ✅ Configure risk_per_trade to set max equity loss %

• ✅ Leverage is now dynamic (not hardcoded 10x)

🔧 New Default Config Options

# Agent config
risk_per_trade: 5.0      # Max 5% equity loss per trade
max_leverage: 10.0       # Leverage for perpetuals
risk_mode: "equity"      # "equity" (new default) or "price" (legacy)

🙏 Thanks

Special thanks to the community members who helped identify this issue through real trading results. This is exactly the kind of feedback that makes AutoGopher better for everyone.

Trade safe. Manage risk. Let the runners run. 🏃‍♂