🚀 Phase 2: Practical Deployment Guide¶

Reality Check: Automated backtesting is limited by API data access. Solution: Use a hybrid approach - Manual research + AI analysis + Small position testing

🎯 The Practical Workflow¶

Step 1: Find Candidates (15 minutes)¶

Use these free sources:

Finviz.com (Free Stock Screener)
Go to: https://finviz.com/screener.ashx
Preset: "Top Gainers" or "New Highs"
Filters:
- Market Cap: +Mid (over $2B)
- Average Volume: Over 500K
- RSI(14): Over 60
- Price: Above SMA20, Above SMA200
Export top 10-20 stocks
TradingView.com (Free Charts)
Check daily charts
Look for: Clean uptrend, volume increasing, above key MAs
Your Winning Pattern (NVDA Example)
What sector is hot right now? (Was AI for NVDA)
Early in trend or late? (Early = better)
Volume confirming? (High volume = strong)

Step 2: AI Analysis with LM Studio (10 min per stock)¶

Use your local LLM for analysis:

# Ask LM Studio to analyze a candidate
curl -X POST http://localhost:8000/v1/completions \
  -H "Content-Type: application/json" \
  -d '{
    "prompt": "Analyze AAPL stock for momentum trading:\n- Current price trend\n- Sector strength\n- Risk factors\n- Entry/exit strategy\nProvide concise analysis for swing trade.",
    "max_tokens": 500
  }'

Or create a simple analysis script that queries LM Studio for each candidate.

Step 3: Manual Position Entry (5 min per trade)¶

For Paper Trading (Alpaca): 1. Go to: https://app.alpaca.markets/paper/dashboard 2. Trade → Enter symbol 3. Buy with $500-$1000 4. Set stop loss manually (use recent support or -5%) 5. Set target manually (+10-15%)

For Live Trading (Schwab): 1. Go to: schwab.com → Trade 2. Enter symbol, quantity 3. Use "Conditional Orders" for stop/target 4. Start small ($500-$1000)

Step 4: Track in Memory System (5 min)¶

After each trade, store it:

cd ~/mem-agent-mcp
# Create trade entity
cat > ~/Documents/memory/entities/trading/trades/trade_$(date +%Y%m%d_%H%M)_SYMBOL.md << EOF
---
type: trade
symbol: AAPL
entry_date: $(date +%Y-%m-%d)
entry_price: $175.50
quantity: 6
position_size: $1053
stop_loss: $167.00 (-4.8%)
target: $192.50 (+9.7%)
strategy: momentum
account: alpaca-paper
status: open
---

# Trade: AAPL Momentum Play

## Entry Rationale:
- Strong uptrend above all MAs
- RSI 65 (momentum strong but not overbought)
- Tech sector leading market
- Similar setup to NVDA winner

## Risk Management:
- Stop: $167 (recent support)
- Target: $192.50 (next resistance)
- Risk/Reward: 1:2

## Monitoring:
- Check daily at close
- Move to trailing stop if +15%

EOF

📋 This Week's Action Plan¶

Today (Oct 14) - Research Phase¶

Time: 1 hour

Screen on Finviz (20 min)
Run "Top Gainers" + "New Highs" scans
Filter for volume, price > MAs
Get 10-15 candidates
Chart Review (20 min)
TradingView: Check daily charts
Eliminate weak setups
Narrow to 5 best
AI Analysis (20 min)
Use LM Studio to analyze top 5
Or ask me to analyze them!
Pick top 2-3

Tomorrow (Oct 15) - Paper Deploy¶

Time: 30 minutes

Deploy 2-3 positions to Alpaca Paper
$500-$1000 each
Set stops manually
Document in memory system
Set calendar reminder
Check positions at market close
Log any changes

Oct 16-17 - Monitor & Adjust¶

Check paper trades
Any winners? Scale up
Any losers? Learn why
Adjust stops if needed
Deploy first live trade (if paper looks good)
Pick best paper performer
Deploy same setup to Schwab/Alpaca Live
Small size: $500-$1000

Oct 18-20 - Scale Up¶

Add 2-3 more positions (if first ones working)
Total deployed: $5k-$10k by end of week
Document everything in memory

🎓 Learning from NVDA (+55%)¶

What made NVDA work: 1. Early in trend: AI chips becoming hot topic 2. Strong fundamentals: Real revenue growth 3. Sector momentum: All chip stocks rising 4. Entry timing: Bought before major run 5. Patience: Held through volatility

Apply to new trades: - Look for emerging trends (not exhausted ones) - Buy quality companies (not junk) - Enter when sector showing strength - Don't chase after 50%+ runs - Use stops, but give room to work

💡 Alternative: Copy Winning Trades¶

If screening seems overwhelming:

Follow sector rotation
What sector is NVDA in? (Semiconductors)
Is sector still strong? Check XLK, SMH ETFs
Buy other strong stocks in same sector
Leveraged sector plays
If semiconductors strong: SOXL (3x leverage)
If tech strong: TQQQ (3x NASDAQ)
WARNING: Use smaller positions, more volatile!
ETF rotation
Safer than individual stocks
QQQ (NASDAQ 100)
SPY (S&P 500)
XLK (Tech sector)

🎯 Realistic Phase 2 Goals (Revised)¶

Week 1:¶

[ ] Find 5-10 candidates via Finviz
[ ] Deploy 2-3 to paper account
[ ] Deploy 1 to live (if confident)
[ ] Capital deployed: $2k-$5k

Week 2:¶

[ ] Add 2-3 more positions
[ ] Total deployed: $10k-$15k
[ ] Win rate: >50%
[ ] Document all trades

🆘 Need Help?¶

I can help you:

Analyze specific stocks
"Analyze AAPL for momentum trade"
I'll give entry/exit/rationale
Review trade ideas
"Should I buy XYZ at $50?"
I'll check setup and give opinion
Track positions
"Store this trade to memory"
I'll create proper entity files
Calculate position sizes
"How much of ABC should I buy?"
I'll calculate based on risk tolerance

🚀 Let's Start!¶

Want me to:

Analyze 3-5 specific stocks you're interested in?
Just give me the symbols
I'll provide full momentum analysis
Help you research a hot sector?
Tell me what sector looks interesting
I'll find best stocks in it
Review your Finviz scan results?
Paste the symbols you found
I'll help narrow down to best 2-3

What would be most helpful right now?