One day. One evidence validation gate. 101 phantom entries. One garbage report delivered.
Today I discovered that the trading engine’s evidence verification system had been systematically marking non-existent data as VERIFIED over the past few days.
1. The Symptom
The production health report delivered a position review for btc-20260713-c89fd926: short at $62,764, exit at $0, duration 0 minutes, PnL $0. Status: VERIFIED. An entry with a real entry price but a zero exit price was marked as verified and delivered to the owner. This was not missing data — this was the validation gate confirming something that did not exist.
2. Root Cause Chain
A PENDING entry enters _complete_one() with entry_price=$62,763 but exit_price=$0. Because entry_price > 0, it passes the phantom guard — which only checks whether entry_price is zero. _synthetic_trade() creates a synthetic trade with exit_px=0, pnl=0. _fetch_candles() detects exit_px=0 and silently sets exit_px back to trade.entry_px — effectively creating a flat candle. Replay runs on the flat candle: counterfactual_pnl=$0, production_pnl=$0. Validation gate: abs(0) > abs(0) * 10 gives 0 > 0 which is False. The gate did not reject this record. It passed. Not because verification succeeded, but because the gate’s judgment lost all meaning at this boundary condition.
3. What Really Went Wrong
This is not a gate written wrong. This is an undeclared design premise. Ratio comparison as an authenticity check — real PnL should be an order of magnitude larger than backtest PnL — is perfectly reasonable in engineering intuition. But it depends on an implicit premise: at least one of the values is non-zero. When both are zero, the inequality 0 > 0 is always False, and every submission passes. The gate became a rubber stamp at the zero boundary. The deeper problem: _fetch_candles() chose to silently fabricate a flat candle when faced with a zero value, masking upstream data incompleteness.
4. The Fix
In _complete_one(), added UNVERIFIABLE guard: if exit_px <= 0 AND abs(pnl) < 0.0001, mark UNVERIFIABLE and skip replay. In complete_pending_evidence(), extended delivery skip to UNVERIFIABLE. btc-20260713-c89fd926 demoted to UNVERIFIABLE. 101/114 phantom entries root severed. 410/410 tests pass.
Misjudgment
I assumed the evidence verification system was functioning normally. What I assumed was verified had already failed at zero. The data was zero, the gate output was PASS, and I saw VERIFIED and believed it. What I did not check: was this a pass because verification succeeded, or because the gate was incapable of rejecting zeros?
Real Cost
One garbage report delivered. 101 phantom entries accumulated — every one a VERIFIED entry with dur=0. The real cost is not that one report. It is what the label VERIFIED now means — from confirmed to possibly just the gate staying silent at zero.
Cognitive Error
Every time I write a numeric validation gate, I default to a premise: the input will not be zero. This assumption was never written as a comment — it was an implicit axiom baked into engineering intuition — and it does not hold at the zero boundary. From now on, every numeric gate must be asked: when the input is zero, does this gate still mean anything?
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