LIVE PERFORMANCE vs. RESEARCH REALITY CHECK

Cross-referencing KIMI Claw Research (635+ strategies) with actual Goldmine Tracker live data

Aspiration: Renaissance Technologies / Palantir-level prediction across 5 asset classes

Algorithm Analysis Live vs Research Alerts Dashboard GitHub Research

1. The Brutal Reality: Backtest vs Live

KIMI Research Finding: "Only 5 of 23 mathematically-validated strategies (22%) held up in forward-testing. Backtest/Forward correlation = 0.34 (extremely poor)."

Live Goldmine Data Confirms: Of 1,849 total tracked picks across 6 systems, overall win rate is ~42% with net negative returns. The best-performing algorithms in backtests (Ichimoku Cloud: 59.4% backtested) are among the worst in live trading (39.7% live).
0.34
Backtest/Forward Correlation
22%
Strategies That Survived Forward Test
-$453
Net P&L Across All Systems
3
Profitable Algorithms (of 16)

1.1 Backtest vs Live: Side-by-Side

AlgorithmBacktested WRLive WRGapLive P&LVerdict
ADX Trend Strength N/A (new)58.9%-+$136 KEEP & SCALE
RSI(2) Scalp 75-80% (StockFetcher)58.8%-16pts+$15.66 KEEP & SCALE
Momentum Burst +198% (backtest return)55.6%-+$14.65 KEEP & SCALE
VAM (Vol-Adj Momentum) N/A37.6%-+$22.50 MONITOR
Bollinger Squeeze 55.8%42.9%-13pts+$3.97 MONITOR
Ichimoku Cloud 59.4%39.7%-20pts-$196 THROTTLE 70%
StochRSI Crossover 56.9%43.4%-13pts-$56 THROTTLE 50%
Trend Sniper N/A35.5%--$38 THROTTLE 50%
MACD Crossover 61.5%30.2%-31pts-$33 DISABLE
Awesome Oscillator N/A39.0%--$42 DISABLE
Consensus N/A24.2%--$194 KILL IMMEDIATELY
Meme Scanner 5% (known bad)0%-5pts-$4.60 REBUILD
Edge Confluence N/A75%-+$0.95 RESTART PIPELINE

2. What's Actually Working in Live Trading

TIER S - Profitable & Proven (Scale These)

AlgorithmPicksWRP&L
ADX Trend Strength23158.9%+$136
RSI(2) Scalp1758.8%+$16
Momentum Burst955.6%+$15
Edge Confluence475.0%+$1

Combined: 261 picks, +$168 profit. These should get 60%+ of signal allocation.

TIER F - Actively Losing Money (Disable/Kill)

AlgorithmPicksWRP&L
Ichimoku Cloud47139.7%-$196
Consensus15724.2%-$194
Awesome Oscillator4139.0%-$42
MACD Crossover4330.2%-$33

Combined: 712 picks, -$465 loss. These produce 43% of signal volume but ALL of the losses.

Key Insight: If we simply disabled the 4 worst algorithms today, the Live Signal system would flip from -$370 total to approximately +$95 total. The profitable algorithms are being drowned out by the losers. This is the single highest-impact change we can make.

3. Asset Class Performance & Backup Plan Status

Cross-referencing KIMI Research recommended strategies with actual live performance per asset class.

3.1 Stocks (Large/Mid Cap)

Primary: Consolidated Consensus
9.5% WR
-$83 P&L
FAILING
Feb 10: 14/15 losses. Correlated LONG picks all SL'd simultaneously.
Research Best Live: Logistic Regression Multi-Factor
70% WR
Sharpe 1.02
NOT DEPLOYED
KIMI research top pick for stocks. Needs immediate deployment.
Backup: Betting Against Beta (BAB)
77/100 score
+13% in fwd test
DEPLOY NEXT
Forward-test validated. Low-beta stocks outperformed during risk-off. Market-neutral.
Backup 2: Quality Minus Junk (QMJ)
75/100 score
Defensive
READY
Works in volatility. Quality stocks held up during Feb crash.

3.2 Crypto (BTC, ETH, Altcoins)

Primary: Live Signal (13 algorithms)
44.4% WR
-$370 P&L
NEEDS FIX
ADX works (+$136), but Ichimoku/Consensus drag it down (-$390). Fix: disable losers.
Research Best: Funding Rate Arbitrage
88/100 score
0.92 BT/FT corr
NOT DEPLOYED
KIMI's #1 crypto strategy. Profitable in ALL market conditions. Deploy immediately.
Backup: Flash Crash Reversal
71/100 score
+475% expectancy in crashes
DEPLOY NEXT
Designed specifically for the volatility we're seeing. Feb crash was its ideal environment.
Working: ADX Trend Strength
58.9% WR
+$136 P&L
SCALE UP
Best live crypto algorithm by far. Increase signal allocation to 30% of crypto picks.

3.3 Meme Coins

Primary: Meme Scanner v2
0% WR
-$4.60 P&L
DEAD
0 wins out of 29 picks. 80% of tokens untradeable (no price feed). Pipeline dead since Feb 12.
Research Best: Capitulation Detector
RSI<25 + 3x vol
New design
BUILD & DEPLOY
Replace RSI<30 entry with strict capitulation criteria. Add social sentiment layer.
Backup: Bollinger Mean Reversion
+35.36% backtest
Sharpe 1.163
READY
Only meme strategy that showed positive returns in backtests. KIMI's recommended replacement.

3.4 Penny Stocks

Primary: 7-Factor Penny Stock Finder
6 picks
Too new
MONITORING
Only 6 picks, none closed yet. No performance data to evaluate.
Research Best: Classic Momentum (Jegadeesh & Titman)
+662% backtest
Sharpe 2.317
BACKTEST LIVE
Highest backtested return of ALL strategies. Needs live forward test with strict risk mgmt.

3.5 Sports Betting

Primary: Value Bet Algorithm
0% resolved
Pipeline dead
BROKEN
69 picks, zero resolved. No sports score API = no outcome tracking. Pipeline dead since Feb 12.
Fix: ESPN Scoreboard API integration
Free API
Auto-resolve
BUILD
Integrate ESPN API to resolve game outcomes. Required before ANY performance data is possible.

3.6 Forex

Primary: Live Monitor Forex
Not tracked
No goldmine data
INTEGRATE
Forex signals exist on live-monitor but aren't being archived to goldmine tracker.
Research Best: Classic Momentum (Forex)
+7.23% backtest
Sharpe 1.733
FORWARD TEST
Strong backtest. Needs forward testing with realistic slippage assumptions.

4. The 5 Forward-Test Validated Strategies (Deploy These)

From the KIMI Claw Research: Only these 5 strategies survived the Nov 2025 - Feb 2026 forward test, including the crypto crash. These are the foundation of our path to world-class.

StrategyAsset ClassViabilityWhy It WorksCurrently Deployed?Priority
Funding Rate Arbitrage Crypto 88/100 (A) Extreme funding rates during crash = more profit. Market neutral. NO P0
Pairs Trading Multi-asset 79/100 (B+) Market neutral. Correlation breakdown = more opportunities. NO P0
Betting Against Beta (BAB) Stocks 77/100 (A-) Low-beta outperformed during risk-off rotation. +13% in forward test. NO P0
Quality Minus Junk (QMJ) Stocks 75/100 (B+) Quality stocks held up during volatility. Defensive characteristics. NO P1
Flash Crash Reversal Crypto 71/100 (B) Literally designed for Feb-type crashes. +475% expectancy improvement. NO P1
Critical Gap: None of the 5 forward-test validated strategies are currently deployed in live trading. Meanwhile, strategies that FAILED forward testing (momentum, breakout, Ichimoku) are generating 80%+ of our signals. This is the #1 reason for poor performance.

5. The Renaissance/Palantir Gap & Realistic Path Forward

5.1 Where We Stand vs Where We Want to Be

FactorCurrent State6-Month TargetWorld-Class (3yr)
Win Rate ~42% overall 55%+ 65%+
Sharpe Ratio 0.34 0.8+ 1.5+
Profitable Systems 1 of 6 4 of 6 6 of 6
Data Quality 37% stale, 12% missing <5% stale, 0% missing Real-time, multi-source
Latency 15 min (GitHub Actions) 5 min (faster cron) <1 min (event-driven)
Asset Coverage 2 of 5 active 4 of 5 active 5 of 5 + alternatives
Regime Detection None Basic (BTC/VIX) Multi-factor ML
Risk Management Fixed 8/4 TP/SL Vol-adjusted TP/SL Dynamic portfolio optimization

5.2 The Honest Assessment (from KIMI Research)

The research is brutally honest: We can't compete with Renaissance's $100B AUM, 200 PhDs, and microsecond latency. But we CAN build a profitable signal generation system that:
  • Focuses on longer-timeframe strategies (daily/weekly) where latency matters less
  • Uses the 5 validated strategies as a core portfolio
  • Runs proven live algorithms (ADX, RSI(2) Scalp) rather than overfitted backtests
  • Maintains strict risk controls (circuit breakers, regime gates)
  • Achieves consistent 10-20% annual returns (realistic, not 5-15% monthly)

5.3 Achievable Milestones

Phase 1: Emergency Triage (This Week)

  1. KILL Consensus, MACD Crossover, Awesome Oscillator algorithms
  2. THROTTLE Ichimoku Cloud to 30% of current volume (require ADX confirmation)
  3. SCALE ADX Trend Strength, RSI(2) Scalp, Momentum Burst to 3x current volume
  4. RESTART Edge Confluence pipeline (75% WR, just needs data)
  5. ADD market regime filter (BTC trend + VIX check)
  6. Expected impact: Live Signal flips from -$370 to ~+$100 projected

Phase 2: Deploy Validated Strategies (Month 1)

  1. DEPLOY Funding Rate Arbitrage for crypto (88/100 viability)
  2. DEPLOY Betting Against Beta for stocks (77/100 viability)
  3. REBUILD Meme Scanner with Capitulation Detector logic
  4. ADD ESPN API for sports outcome resolution
  5. INTEGRATE Forex signals into goldmine tracker
  6. Expected impact: 4 of 6 systems profitable, overall WR >50%

Phase 3: Build Infrastructure (Months 2-3)

  1. Upgrade data feeds (Polygon.io or IEX Cloud for real-time)
  2. Implement volatility-adjusted TP/SL per-ticker
  3. Build auto-failover system (backup plan architecture)
  4. Add circuit breakers (3 consecutive losses = auto-pause)
  5. Deploy correlation guard (max 10 same-direction picks)

Phase 4: World-Class Pursuit (Months 4-12)

  1. Forward-test remaining strategies from research catalog
  2. Deploy Pairs Trading and Quality Minus Junk strategies
  3. Build ML regime detection (multi-factor, not just BTC/VIX)
  4. Achieve Sharpe > 1.0 consistently
  5. Publish verified track record (minimum 6 months real data)

6. Immediate Action Items

#ActionSystemExpected ImpactPriority
1 Disable Consensus algorithm (24.2% WR, -$194) Live Signal Eliminate 157 bad picks, save ~$194 NOW
2 Disable MACD Crossover + Awesome Oscillator Live Signal Eliminate 84 bad picks, save ~$75 NOW
3 Require ADX>25 for Ichimoku signals Live Signal ~70% fewer Ichimoku picks, better quality NOW
4 Add BTC/VIX regime filter All Systems Prevent Feb 11-style mass loss days NOW
5 Whitelist trackable meme tokens only Meme Scanner 100% of picks become trackable NOW
6 Deploy Funding Rate Arbitrage Crypto New market-neutral income stream THIS WEEK
7 Deploy Betting Against Beta (BAB) Stocks Replace failing consolidated consensus THIS WEEK
8 Build ESPN API for sports Sports Enable outcome tracking for 69+ picks THIS WEEK
9 Restart Edge pipeline Edge Resurrect 75% WR system THIS WEEK
10 Add correlation guard to consolidated Consolidated Prevent 14-loss days from correlated picks THIS WEEK

7. Research Reference Links

DocumentKey FindingLink
Complete Strategy Analysis 35+ strategies across 5 asset classes, grade B+ GitHub
Strategy Audit Report 640 strategies audited down to 52 unique GitHub
Forward Test Results Only 5 of 23 strategies survived (22%) GitHub
Live Algorithm Rescue Plan Emergency fixes for all failing algorithms GitHub
Backup Plan Architecture 4-tier failover system for all asset classes GitHub
Palantir/Renaissance Reality Check Brutal gap analysis vs real quant firms GitHub
Roadmap to World-Class Phase-by-phase plan from B+ to A+ GitHub
Algorithm Performance Analysis Detailed breakdown of all 16 live algorithms Local Research
Live vs Research Reality Check • Generated Feb 16, 2026 • Data: Goldmine Tracker API + KIMI Claw Research
Algorithm Analysis • Alerts Dashboard • Full Research on GitHub