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Using Elysia AI to Discover Hidden Patterns in Your Trades

· 10 min read
Karthik
Founder, TradeLyser

You have patterns in your trading.

Patterns you can't see.
Patterns that repeat.
Patterns costing you money.

Elysia AI sees them in seconds.

Let me show you how.

What Patterns Look Like

Pattern #1: Time-Based

Hidden truth: You lose money after 2 PM

Your awareness: Zero

Elysia discovers:

Win Rate by Time:
9:30-11 AM: 68%
11 AM-1 PM: 56%
1-2 PM: 48%
2-3 PM: 34% ← Losing zone

Cost: 40% of your trades happen after 2 PM
Solution: Stop trading after 2 PM
Impact: +₹3.2L annual improvement

Pattern #2: Emotional

Hidden truth: You trade bigger after wins

Your awareness: "I'm just confident"

Elysia discovers:

Position Size After:
After Win: 2.3% avg (23% oversized)
After Loss: 1.8% avg (normal)

Win Rate:
After Win: 42% (overconfident trading)
After Loss: 61% (careful trading)

Cost: Overconfidence after wins leads to larger losses
Solution: Fixed position size regardless of previous trade
Impact: Win rate improves by 19%

Pattern #3: Setup Quality

Hidden truth: Your "B" setups are break-even

Your awareness: "They all work sometimes"

Elysia discovers:

A+ Setups: 72% WR, +₹2.8L profit
A Setups: 58% WR, +₹1.2L profit
B Setups: 49% WR, +₹0.1L profit ← Wasted effort
C Setups: 38% WR, -₹0.6L loss

Cost: 35% of your trades are B/C setups
Solution: Trade only A+ setups
Impact: Same profit, 65% fewer trades, less stress


How to Use Elysia for Pattern Discovery

Step 1: Ask the Right Questions

Don't ask: "Show me my data"
Ask: "What patterns are costing me money?"

Powerful Elysia queries:

  1. "When do I perform worst?"
  2. "What mistakes do I repeat?"
  3. "Which setups lose money?"
  4. "How do emotions affect my results?"
  5. "What's my most expensive bad habit?"

Step 2: Time-Based Analysis

Query: "Analyze my performance by time of day"

Elysia response:

## Time of Day Analysis

**Your Best Hours:**
10-11 AM: 71% WR, avg ₹3,800 profit per trade
- 47 trades
- Total: +₹1,78,600
- Key: Fresh mind, clear setups

**Your Worst Hours:**
2-3 PM: 39% WR, avg -₹400 per trade
- 52 trades
- Total: -₹20,800
- Key: Tired, forcing trades

**Recommendation:**
- Schedule meetings/breaks 2-3 PM
- Trade actively 10-11 AM
- Potential gain: ₹2L+ annually

Step 3: Day-of-Week Analysis

Query: "Show me my performance by day of week"

Elysia response:

## Day of Week Pattern

Monday: 45% WR, -₹12,400 (38 trades)
Tuesday: 62% WR, +₹38,200 (41 trades)
Wednesday: 58% WR, +₹28,600 (39 trades)
Thursday: 64% WR, +₹42,100 (43 trades)
Friday: 51% WR, +₹8,200 (37 trades)

**Insight:**
You significantly underperform on Mondays.

**Possible reasons:**
1. Weekend rust (need warmup)
2. Different market dynamics
3. Monday anxiety

**Recommendation:**
Option A: Take Mondays off (save ₹12K/month)
Option B: Paper trade Mondays only
Option C: Reduce size 50% on Mondays

Step 4: Emotional State Correlation

Query: "How does my emotional state affect performance?"

Elysia response:

## Emotional State Impact

You rate emotional state 1-10 before trades.
Here's how it correlates with results:

State 1-3 (Stressed):
- 23 trades
- 31% WR
- -₹18,200 total
- Avg loss: ₹791/trade

State 4-6 (Neutral):
- 87 trades
- 61% WR
- +₹1,24,400 total
- Avg profit: ₹1,430/trade

State 7-10 (Overconfident):
- 34 trades
- 44% WR
- -₹8,600 total
- Avg loss: ₹253/trade

**Key Insight:**
You should ONLY trade when emotional state is 5-7.

Both extremes (stressed OR overconfident) lead to losses.

**Implementation:**
Add rule: "Block trading if emotional rating < 5 or > 7"
Estimated savings: ₹27K/month

Step 5: Setup Quality Analysis

Query: "Compare my A+ setups vs other setups"

Elysia response:

## Setup Quality Breakdown

**A+ Setups** (all criteria met):
- 67 trades (35% of total)
- 74% win rate
- +₹2,87,400 profit
- Avg: ₹4,290/trade

**A Setups** (5/6 criteria):
- 54 trades (28%)
- 57% win rate
- +₹62,100 profit
- Avg: ₹1,150/trade

**B Setups** (4/6 criteria):
- 48 trades (25%)
- 46% win rate
- +₹4,200 profit
- Avg: ₹88/trade

**C Setups** (3/6 or less):
- 23 trades (12%)
- 35% win rate
- -₹18,600 loss
- Avg: -₹809/trade

**Critical Finding:**
- 37% of trades are B/C setups
- They contribute only 2% of profit
- Take time/energy/capital
- Increase stress

**Recommendation:**
Trade ONLY A+ setups.

**Impact:**
- Reduce trades by 65%
- Maintain 95% of profits
- Reduce stress significantly
- Free up time

Step 6: Loss Pattern Analysis

Query: "Why do I lose money? What patterns in my losses?"

Elysia response:

## Loss Pattern Analysis

Analyzed 78 losing trades. Found 4 main patterns:

**Pattern 1: Moving Stops** (34% of losses)
- 27 trades where you moved stop loss
- Original stop avg: -₹2,100 loss
- Actual loss avg: -₹4,800
- Extra cost: ₹72,900
- **Fix:** Never move stops

**Pattern 2: Oversized Positions** (28% of losses)
- 22 trades exceeding 2% risk
- Avg loss: ₹5,200 vs ₹2,400 normal
- Extra cost: ₹61,600
- **Fix:** Strict position size limits

**Pattern 3: Trading Without Setup** (21% of losses)
- 16 trades not matching any strategy
- "FOMO trades"
- 19% win rate
- Total loss: -₹24,800
- **Fix:** Only trade watchlist

**Pattern 4: Holding Losers** (17% of losses)
- 13 trades held past stop hoping for recovery
- Avg hold time: 87 minutes past stop
- Extra loss: ₹28,600
- **Fix:** Auto-exit at stops

**Total Preventable Losses:** ₹1,87,900 (62% of all losses!)

**Action Plan:**
1. Set automated stop-loss enforcement
2. Position size calculator (no override)
3. Watchlist-only trading
4. Time-based exits

Advanced Pattern Queries

Correlation Analysis

Query: "What factors correlate with my best trades?"

Elysia analyzes 100+ variables:

## Success Factor Correlations

**Strong Positive Correlations with Win Rate:**

1. Volume > 2x average (+23% WR)
2. Entry between 10-11 AM (+19% WR)
3. Trend aligned (+18% WR)
4. Emotional state 6-7 (+17% WR)
5. Market VIX < 15 (+14% WR)
6. Setup grade A+ (+16% WR)

**Strong Negative Correlations:**

1. After 2 PM trading (-24% WR)
2. Position size > 2% (-19% WR)
3. Trading after loss (-16% WR)
4. Monday trading (-14% WR)
5. VIX > 20 (-22% WR)

**Optimal Trade Profile:**
- Time: 10-11 AM
- Volume: > 2x average
- VIX: < 15
- Setup: A+
- Size: 1-2%
- Emotional state: 6-7
- Day: Tue-Thu

**Predicted Win Rate:** 81%
**Actual trades matching this:** 23
**Actual win rate:** 78% ✓

Sequence Analysis

Query: "Do my trade sequences affect performance?"

Elysia response:

## Sequence Pattern Analysis

**After 2 Consecutive Wins:**
- Next trade win rate: 48% (vs 58% baseline)
- Avg position size: 2.3% (15% oversized)
- Common mistake: Overconfidence
- **Rule needed:** Same size after wins

**After 2 Consecutive Losses:**
- Next trade win rate: 34% (vs 58% baseline)
- Avg position size: 2.8% (40% oversized!)
- Common mistake: Revenge trading
- **Rule needed:** Stop after 2 losses

**After Win-Loss-Win:**
- Next trade win rate: 64%
- Position size: Normal
- Execution: Good
- **Pattern:** Balanced state = best results

**Recommendation:**
Your emotional state after streaks affects next trade significantly.
Implement cooling-off period after 2-trade streaks (win or loss).

Market Condition Matching

Query: "Which market conditions suit my strategies?"

Elysia response:

## Strategy-Condition Fit Analysis

**Your Strategy A (Breakouts):**

Works best in:
- Trending markets (VIX < 15): 71% WR
- High volume days: 68% WR
- Morning session: 69% WR

Works worst in:
- Ranging markets: 41% WR
- Low volume: 38% WR
- Afternoon: 36% WR

**Your Strategy B (Mean Reversion):**

Works best in:
- Ranging markets: 64% WR
- Normal volatility (VIX 15-20): 62% WR
- Full day trading: 59% WR

Works worst in:
- Strong trending days: 34% WR
- High volatility (VIX > 20): 29% WR

**Recommendation:**
Use Strategy A when:
- NIFTY above 20 EMA
- VIX < 15
- Morning session

Use Strategy B when:
- NIFTY choppy/ranging
- VIX 15-20
- Any time of day

**Expected improvement:** +28% win rate by matching strategy to conditions

Real Case Studies

Case Study #1: The Afternoon Trader

Rajesh's Question: "Why am I inconsistent?"

Elysia Analysis:

Morning trades (9:30-12 PM):
- 89 trades
- 67% WR
- +₹2,84,000

Afternoon trades (1-3:30 PM):
- 124 trades
- 41% WR
- -₹56,000

**Insight:** You're a morning trader trading all day.

Action Taken:

  • Only trade 9:30 AM - 12 PM
  • Use afternoon for review/research

Results (3 months later):

  • Trades reduced by 58%
  • Win rate: 69%
  • Profit: +₹2.98L (was +₹2.28L before)
  • Stress: Dramatically lower

Case Study #2: The Setup Chaser

Priya's Question: "Why do I make money some months, lose others?"

Elysia Analysis:

Winning months pattern:
- A+ setups: 78% of trades
- Win rate: 66%

Losing months pattern:
- A+ setups: 34% of trades
- B/C setups: 66% of trades
- Win rate: 44%

**Insight:** You're inconsistent in setup quality.

Action Taken:

  • Created A+ setup checklist
  • Automated rule: "Alert if not A+"
  • Daily review of setup quality

Results:

  • A+ setups now: 84% of trades
  • Win rate: 68% (was 56%)
  • Consistency: 9/10 months profitable

Case Study #3: The Emotional Trader

Amit's Question: "Why do I blow up accounts?"

Elysia Analysis:

Normal emotional state (5-7):
- 134 trades
- 62% WR
- +₹3,42,000
- Avg risk: 1.8%

Stressed state (1-4):
- 18 trades
- 28% WR
- -₹28,400
- Avg risk: 4.2% (oversized!)

Overconfident state (8-10):
- 24 trades
- 38% WR
- -₹34,200
- Avg risk: 3.8% (oversized!)

**Insight:** Extreme emotional states = oversized positions = blowups

Action Taken:

  • Mandatory emotional check before each trade
  • Auto-block if rating < 5 or > 7
  • Take break when emotional

Results:

  • Emotional trades: 0 (system blocks them)
  • Account blowups: 0
  • Consistent profitability

Actionable Elysia Queries

Copy-Paste These Into Elysia:

Discovery:

  1. "What patterns are costing me money?"
  2. "When do I perform worst?"
  3. "What mistakes do I repeat?"
  4. "Show me correlations with my best trades"
  5. "Analyze my losing trades patterns"

Optimization: 6. "Which setup has best risk:reward?" 7. "What's my optimal trading time?" 8. "Should I trade on Mondays?" 9. "How does market volatility affect me?" 10. "What's my most profitable strategy?"

Validation: 11. "Test: What if I only traded A+ setups?" 12. "Test: What if I stopped trading after 2 PM?" 13. "Test: What if I took Mondays off?" 14. "Compare my strategies side-by-side" 15. "What rule would save me most money?"

Insight: 16. "Why do I exit winners too early?" 17. "Why do I hold losers too long?" 18. "What's my biggest behavioral bias?" 19. "How do emotions affect my position sizing?" 20. "What's different about my best trading days?"


The Bottom Line

You can't see what you can't see.

Your brain has blind spots.
Your memory is selective.
Your awareness is limited.

But Elysia sees everything.

Every trade. Every pattern. Every mistake.

And tells you exactly what to fix.

The question isn't whether patterns exist.
The question is: Will you discover them?


Take Action Now

Today:

  1. Log into TradeLyser
  2. Open Elysia
  3. Ask: "What patterns are costing me money?"
  4. Read the analysis
  5. Pick ONE insight to act on

This Week:

  1. Ask 5 pattern discovery questions
  2. Document top 3 insights
  3. Create rules based on findings

This Month:

  1. Implement pattern-based improvements
  2. Measure: Before vs After stats
  3. Let Elysia find next pattern

👉 Start Pattern Discovery with Elysia
👉 Download: 50 Elysia Query Templates
👉 Next: Mentor Mode - Guide 10 Traders Without Losing Your Sanity


What hidden pattern did Elysia reveal in your trading? Share your discovery below.

Elysia AI - Your Personal Trading Coach That Never Sleeps

· 9 min read
Karthik
Founder, TradeLyser

Imagine having a trading coach who:

  • Analyzes every single one of your trades
  • Spots patterns you can't see
  • Warns you before you make mistakes
  • Never gets tired, emotional, or biased
  • Costs less than one losing trade per month

Meet Elysia AI — your personal trading analyst powered by advanced artificial intelligence.

The Problem with Human Analysis

You can't see what you can't see.

When analyzing your own trading:

  • ✗ Confirmation bias blinds you
  • ✗ Recency bias skews perspective
  • ✗ Emotional attachment clouds judgment
  • ✗ Limited time for deep analysis
  • ✗ Can't process thousands of data points

Example:

You think: "I'm good at breakout trading"

Your data shows: "You're actually profitable only on morning breakouts, and lose money on afternoon breakouts"

Without AI analysis, you'd never discover this—and keep losing money unnecessarily.

What Is Elysia AI?

Elysia is TradeLyser's artificial intelligence engine that:

📊 Analyzes Your Data

  • Every trade you've ever made
  • Entry/exit patterns
  • Time of day performance
  • Market condition correlations
  • Emotional state impacts
  • Rule adherence history

🔍 Discovers Hidden Patterns

  • What setups actually work for YOU
  • When you perform best/worst
  • Which mistakes you repeat
  • What market conditions favor you
  • Where your edge really is

💡 Provides Actionable Insights

  • "You win 71% when you wait for confirmation"
  • "Your losses are 2.3x larger on Mondays"
  • "You exit winners 40% too early"
  • "Trades after 2 PM have negative expectancy"

🎯 Recommends Next Actions

  • "Focus on breakouts between 9:30-11 AM"
  • "Avoid trades when VIX > 20"
  • "Let winners run 20% longer"
  • "Your stop losses are too tight"

🚨 Predicts Mistakes

  • "You're about to revenge trade (87% probability)"
  • "This is your 3rd trade today (your limit is 2)"
  • "You typically lose after this pattern"
  • "Your emotional score suggests stepping away"

How Elysia Works

Step 1: Data Collection

Elysia ingests:

  • Trade history (entry, exit, P&L)
  • Market context (trend, volatility, time)
  • Your behavior (emotional state, adherence)
  • Screenshots and notes
  • Tags and strategies

Step 2: Pattern Recognition

Using machine learning, Elysia identifies:

  • Performance correlations: "You win more in trending markets"
  • Behavioral patterns: "You chase after missing setups"
  • Temporal effects: "Your best hour is 10-11 AM"
  • Setup efficacy: "Your A+ setups win 68% vs B setups at 45%"

Step 3: Insight Generation

Elysia converts patterns into insights:

  • Strengths to leverage
  • Weaknesses to address
  • Opportunities to explore
  • Threats to avoid

Step 4: Recommendations

Elysia suggests:

  • Rule adjustments: "Increase position size on A+ setups"
  • Strategy refinements: "Trade only in first 2 hours"
  • Risk optimizations: "Your stop losses should be 15% wider"
  • Mental game: "Take a day off after 3 losing days"

Real Elysia Use Cases

Case Study #1: The Time-of-Day Edge

Trader: Priya, intraday options trader
Problem: Inconsistent results, can't figure out why

Elysia Analysis:

Win Rate Analysis by Time of Day:

9:30-11:00 AM: Win Rate 64% | Avg Profit ₹3,200
11:00-1:00 PM: Win Rate 51% | Avg Profit ₹800
1:00-3:00 PM: Win Rate 38% | Avg Loss ₹1,400

Insight: You're a morning trader.
Recommendation: Trade only 9:30 AM - 12 PM

Action Taken: Stopped afternoon trading

Results (3 months):

  • Trade count: Down 40%
  • Win rate: Up from 51% to 64%
  • Monthly P&L: Up 127%

Priya's words: "I had no idea. Elysia showed me in 30 seconds what I couldn't see in 6 months."


Case Study #2: The Emotional State Predictor

Trader: Raj, swing trader
Problem: Big losses after losing streaks

Elysia Pattern:

Emotional State Correlation:

Calm (7-10 rating): Win Rate 69% | R:R 1:2.8
Neutral (4-6 rating): Win Rate 54% | R:R 1:1.9
Stressed (1-3 rating): Win Rate 31% | R:R 1:1.2

Insight: Your worst trades happen when stressed.
Recommendation: Don't trade when emotional rating < 5

Action Taken: Added emotional checkpoint to pre-trade checklist

Results:

  • Avoided 23 high-risk trades
  • Estimated losses prevented: ₹1.8L
  • Win rate improved by 15%

Case Study #3: The Setup Optimizer

Trader: Amit, breakout trader
Problem: Strategy works sometimes, fails other times

Elysia Deep Dive:

Breakout Strategy Analysis:

All Breakouts: Win Rate 48%

With Volume > 2x Avg: Win Rate 67%
Without Volume: Win Rate 31%

With Trend Alignment: Win Rate 71%
Against Trend: Win Rate 29%

Optimal Setup:
✓ Volume > 2x average
✓ Aligned with daily trend
✓ First breakout attempt

Win Rate: 74% | Avg R:R 1:3.1

Action Taken: Refined entry criteria, added volume filter

Results:

  • Fewer trades (down 35%)
  • Much better quality
  • Win rate up from 48% to 71%
  • Profit factor: 2.8 (from 1.1)

Elysia's Most Powerful Features

1. Conversational Interface

Ask Elysia anything:

Q: "What's my most profitable setup?"
A: "Your most profitable setup is pullback entries during uptrends. Win rate: 69%, Avg R:R 1:2.7, 43 trades. Best performed between 10-11 AM."

Q: "Why do I lose on Fridays?"
A: "Your Friday win rate is 41% vs 58% other days. Analysis shows you take more low-quality setups on Fridays, possibly from FOMO before the weekend. Suggest applying stricter entry criteria on Fridays."

Q: "How can I improve my exits?"
A: "You exit winners 34% faster than losers (avg 23 min vs 87 min). This inverts your R:R ratio. Recommendation: Set time-based or trailing stops for winners, maintain discipline on losers."

2. Pattern Detection

Elysia automatically identifies:

Behavioral Patterns:

  • "You chase 62% of trades after missing an opportunity"
  • "You double position size after winning streaks"
  • "You trade more aggressively near month-end"

Performance Patterns:

  • "Your win rate drops 23% in high VIX environments"
  • "You're 41% more profitable in the first hour"
  • "You perform better in ranging markets (58% vs 51%)"

Risk Patterns:

  • "Your average loss is growing (₹3.2K → ₹4.8K)"
  • "You move stops against you 34% of the time"
  • "You risk 3x more when down for the week"

3. Predictive Alerts

Real-time warnings:

🚨 "High Risk: You're entering after 2 consecutive losses. Your win rate in this state is 29%. Consider stopping for the day."

🚨 "Pattern Alert: This is your 4th trade today. Historical data shows your win rate drops 31% after 3 trades."

🚨 "Behavioral Warning: You're increasing position size. You typically do this after winning streaks and it leads to larger losses."

4. Performance Forecasting

Elysia can predict:

  • Expected win rate for current market conditions
  • Probability of this trade being profitable
  • Optimal position size for risk-adjusted returns
  • Best time windows for your strategy

Example:

Today's Market Conditions:
- NIFTY trending up
- VIX: 14 (low)
- Your morning trades
- High volume

Forecast for your A+ setups today:
Expected Win Rate: 67% (±5%)
Recommended Max Trades: 3
Optimal Position Size: 1.2% (slightly higher)

5. Strategy Comparison

Compare strategies instantly:

Strategy A vs Strategy B:

MetricBreakoutsPullbacks
Win Rate58%64%
Avg Win₹4,200₹3,800
Avg Loss₹2,100₹1,600
Profit Factor2.32.9
Best ForTrendingRanging

Elysia Recommendation: "Use Strategy A (Breakouts) when NIFTY is above 50 SMA, Strategy B (Pullbacks) when ranging. This hybrid approach improves overall win rate to 66%."


How to Use Elysia Effectively

Getting Started (Day 1)

  1. Import Your Trades

    • Minimum 30 trades for basic insights
    • 100+ trades for deep patterns
  2. Ask Basic Questions

    • "What's my overall win rate?"
    • "What's my most profitable setup?"
    • "When do I perform best?"
  3. Review Auto-Generated Insights

    • Elysia automatically surfaces patterns
    • Review weekly insight reports

Week 1: Discovery Phase

Ask Elysia:

  • "Show me my strengths"
  • "What mistakes do I repeat?"
  • "When should I trade?"
  • "When should I avoid trading?"

Journal: Write down top 3 insights

Week 2-4: Implementation

  1. Create rules based on insights
  2. Test recommendations for 20 trades
  3. Track improvement in TradeLyser
  4. Refine based on results

Month 2+: Continuous Optimization

  • Weekly: "What did I learn this week?"
  • Monthly: "How have I improved this month?"
  • Quarterly: "What's my next area to optimize?"

Advanced Elysia Techniques

1. Hypothetical Analysis

Q: "What if I only traded my A+ setups?"
A: "Based on 127 A+ setups in your history, you would have: Win rate 71% (vs 56% overall), Profit ₹4.2L (vs ₹1.8L actual). Fewer trades (127 vs 298) but much better quality."

2. Multi-Factor Correlation

Q: "What combination of factors predicts my best trades?"
A: "Your optimal conditions:

  • Morning session (9:30-11 AM)
  • Market trending up (NIFTY > 20 EMA)
  • Your emotional state > 7
  • First 2 trades of the day
  • A+ setup with volume confirmation

This combo produces 76% win rate across 34 historical trades."

3. Peer Benchmarking (Pro)

Compare your metrics against anonymized peer data:

  • "Your win rate (58%) is above average (52%)"
  • "Your profit factor (2.1) is excellent (peer avg: 1.4)"
  • "Your average loss is higher than peers (optimize stops)"

Elysia Safety & Privacy

What Elysia Can Do:

✅ Analyze your trading data
✅ Identify patterns
✅ Provide insights
✅ Recommend actions
✅ Predict probabilities

What Elysia Cannot Do:

❌ Execute trades automatically
❌ Guarantee profits
❌ Access your broker account
❌ Share your data
❌ Make trading decisions for you

You're always in control. Elysia advises, you decide.


Common Questions

Q: How many trades does Elysia need?
A: 30 minimum for basic insights, 100+ for deep patterns

Q: Does Elysia work for all trading styles?
A: Yes—intraday, swing, options, futures, all styles

Q: Can Elysia predict the market?
A: No—Elysia predicts YOUR behavior and patterns, not market direction

Q: Is my data private?
A: Absolutely. Your data never leaves your account

Q: Will Elysia make me profitable?
A: Elysia provides insights. Execution is up to you.


The Bottom Line

You have two choices:

Option 1: Continue analyzing your trading manually

  • Hours of work
  • Bias-prone
  • Miss hidden patterns
  • Slow improvement

Option 2: Let Elysia analyze in seconds

  • Instant insights
  • Pattern detection
  • Data-driven decisions
  • Faster improvement

Every great trader has a coach.

For 95% of traders, that coach can't be human (too expensive).

But it can be AI.


Start Using Elysia Today

Try Elysia free for 3 days:

  1. Sign up for TradeLyser
  2. Import 30+ trades
  3. Ask Elysia: "What should I improve?"
  4. Get instant, personalized insights

No credit card required for trial.


Take Action Now

👉 Try Elysia AI Free
👉 Read: Prompt Library for Elysia
👉 Next: Position Sizing - The Most Important Skill


Have you used AI for trading analysis? What insights did you discover? Share below.