TACO Benchmark Results

Closed-loop detection → prediction → trading evaluation — 2026-03-28 16:12

71%
Detection Accuracy
$+526
Total P&L (simulated)
56%
Win Rate
9
Trades
33s
Benchmark Runtime

1. Detection Benchmark

Can we identify a TACO impulse in real-time from 1-minute bar data?

EventExpectedDetectedPredicted DirConfidenceCorrect
TACO de-escalation True de-escalation 0.90
AntiTACO-1 escalation True escalation 0.40
AntiTACO-2 de-escalation True de-escalation 0.65
non-event-18:00 none True de-escalation 0.80
non-event-19:00 none True escalation 0.70
non-event-20:30 none False unknown 0.00
non-event-08:00 none False unknown 0.15

2. Model Comparison Summary

ModelAvg MAEDirection AccuracyN tests
naive 0.3294% 54% 24
parametric 0.5744% 50% 24
timesfm 0.5919% 71% 24

3. Prediction Detail (per event × asset)

EventSymbolnaive MAEDirparametric MAEDirtimesfm MAEDir
AntiTACO-1BTC0.93172.26182.3755
AntiTACO-1BZ0.48941.54920.6122
AntiTACO-1ES0.14250.50200.0460
AntiTACO-1ETH1.26102.91091.5924
AntiTACO-1GC0.21861.25020.1532
AntiTACO-1NQ0.18470.54340.0600
AntiTACO-1RTY0.17260.78440.0720
AntiTACO-1ZN0.01500.10110.7894
AntiTACO-2BTC0.38480.38070.4598
AntiTACO-2BZ0.20900.83250.2996
AntiTACO-2ES0.17000.10180.2306
AntiTACO-2ETH0.45240.35190.3976
AntiTACO-2GC0.25581.21960.3893
AntiTACO-2NQ0.25610.07240.3190
AntiTACO-2RTY0.34180.15720.4084
AntiTACO-2ZN0.04410.04130.8007
TACOBTC0.40660.08290.5836
TACOBZ0.40830.20670.6486
TACOES0.14910.05130.2944
TACOETH0.41780.09340.8169
TACOGC0.57470.14970.9969
TACONQ0.14500.05420.5293
TACORTY0.24310.06840.6275
TACOZN0.03060.01840.7020

4. Trade Log

Strategy: fade de-escalation overshoot in algo-dominated markets. Skip escalation events.

EventSymbolSideEntryExitP&L %P&L $Hold
TACO ES short 6558.25 6553.75 +0.069% $+225 3m
TACO NQ short 23915.25 23895.50 +0.083% $+395 4m
TACO RTY short 2528.70 2524.70 +0.158% $+200 3m
TACO BZ long 99.20 100.19 +0.998% $+990 9m
TACO ZN short 110.33 110.30 +0.028% $+31 3m
AntiTACO-2 ES short 6471.25 6477.75 -0.100% $-325 3m
AntiTACO-2 NQ short 23523.00 23556.25 -0.141% $-665 4m
AntiTACO-2 RTY short 2485.10 2490.20 -0.205% $-255 3m
AntiTACO-2 BZ long 103.39 103.32 -0.068% $-70 9m

5. Strategy Rules

TACO DETECTION:
  IF volume_spikes >= 2 AND big_moves >= 3 AND max_return > 1% → TACO DETECTED
  IF oil-equity divergence → classify as de-escalation
  IF crypto leads (3x equity magnitude) → classify as escalation

TRADING:
  DE-ESCALATION (fade):
    Entry: t + 2 min (after peak)
    Direction: opposite to impulse
    Hold: 3 × τ_fast (asset-specific, 4-9 min)
    Assets: ES, NQ, RTY, BZ, ZN only (algo-dominated, >70% overshoot)

  ESCALATION (follow):
    Do NOT fade. Crypto signal leads equities by 2-5 min.
    Follow the cascade direction. Exit on first bounce.

KEY INSIGHT: The response is ASYMMETRIC.
  Relief → overshoot → revert (tradeable)
  Fear → cascade → amplify (do NOT fade)