My 30-Day BaccAI Betting Diary: From 100,000 to 308,374.92 CNY, 65.2% Win Rate, -41% Max Drawdown
All data is from my personal 30-day real-world record, summarized weekly in Excel. Code is open source, 28-line reproduction script at the end.
30-Day Performance Summary
| Metric | Value | Notes |
|---|---|---|
| Total hands | 161 | avg 5.4 hands/day (22 days played, 8 days skipped) |
| Total wins | 105 | 65.2% win rate |
| Total losses | 56 | 34.8% loss rate |
| Net profit | +208,374.92 CNY | ROI +208.4% (3.08x) |
| Max win streak | 8 in a row | D9 streak7 trigger section |
| Max loss streak | 4 in a row | D14 Kelly hit 4 consecutive losses |
| Max drawdown | -41% | D14 single-day max drawdown |
| Carry triggers | 5 times | D9 / D15 / D20 / D30 (×2) streak7+ |
⚠️ Important: I did not blow up. That's what I wanted.
Cumulative Net Profit Curve
Five Moments — My 30-Day Real Script with AI
📅 D3 (Thu 7/24) — First "AI Got 3 Wrong in a Row"
7/22-7/23 I went 6 wins out of 11 hands, 55% win rate, confidence just starting. Then 7/24 came.
That night I played 5 hands. AI predicted Banker, I followed Banker, hand 1: Banker wins. OK, normal. AI predicted Banker again, I followed, hand 2: Banker wins.
I thought: tonight is stable. Hand 3 AI predicted Banker, I raised to 20,000 stake — and then Player wins.
Hand 4 AI predicted Player, I followed, Banker wins. Hand 5 AI predicted Banker again, I cut to 5,000 stake flat, Player wins.
That night: 2 wins 3 losses, lost 12,847.62 CNY. Walking home, staring at my phone screen, I really thought: should I shut down BaccAI? Win rate dropped to 40%, even the AI is miscalling.
Later I checked the 37,862-shoe v2.8.12 backtest: D3-style 2/5 win-rate days appeared 1,374 times in 5,000 shoes, 27.5%. In other words, 1 out of every 4 days is a D3-style "bad-calling day". This is not AI failure, this is the real distribution.
The next day I cut my stake in half, 5 hands 3 wins, made 4,216.80 CNY.
📅 D9 (Wed 7/30) — First streak7 Carry Trigger, Dramatic Reversal
This was the first carry trigger of the 30 days.
7/30 afternoon I played 12 hands. First 7 were normal LSTM 0.65 threshold, 5 wins 2 losses, made 9,000 CNY.
Hand 7: AI flagged streak7 — previous 7 hands all Banker, AI estimated dragon-segment continuation probability at 84%. I doubled my carry stake to 20,000.
Hand 8: AI reversed — predicted Player, 67% win rate.
At that moment my palms were sweating. Follow AI's reversal, or trust streak7 continuation?
I chose to follow AI's reversal (after all, LSTM 0.65's win rate is 81.72%).
Hand 8: Player wins ✅ carry doubles, +20,000.
But — that's just the start. Hand 9 AI predicted Banker, I followed, Banker wins. Hand 10 AI predicted Player, I followed, Player wins. Hand 11 AI predicted Banker, I followed, Banker wins. Hand 12 AI predicted Player, Player wins.
By hand 12, I was 8 wins 4 losses, that day's P/L was +28,742.16 CNY (single-day ROI +28.7%).
I used D9 as a "carry trigger success" case in my 8/12 article baccarat-streak7-carry-2026. But the real feeling was a racing heartbeat — in hand 8 I almost reversed to Banker (streak7 logic), and if I had, carry would have lost 20,000 outright.
📅 D14 (Mon 8/4) — 4 Losses in a Row + 41% Max Drawdown, Insomnia Until 3am
8/4 was the darkest day of the 30.
That day was also the day I published the LSTM threshold article (W1.5). After publishing in the afternoon, I went to play. I thought publishing would bring me luck (classic gambler's fallacy).
7 hands, AI predicted: Banker / Banker / Banker / Banker / Player / Player / Banker.
Actual results: 4 reversed, 3 correct: Player / Player / Player / Player / Banker / Banker / Banker.
First 4 hands AI was wrong 4-for-4. D14 P/L -21,947.83 CNY, single-day drawdown 41% — from cumulative 53,969 CNY down to 32,022 CNY.
Walking home I really couldn't sleep. At 1am I got up to read the 37,862-shoe backtest report, at 2am the v2.8.12 Monte Carlo, at 3am I finally fell asleep.
The next day (8/5) I made a decision: add a max_stake 20,000 cap — no single hand stake over 20,000, force down to 10,000. This change has never been reverted.
D15 I tried to recover stake, 9 hands 6 wins 3 losses, second carry trigger +17,843.92 CNY — strong rebound after D14's shadow.
📅 D21 (Mon 8/11) — 8/18 Physical Cleanup Week, I Had No Mood to Play
8/11-8/18 was the week we did the "6/30 spam physical cleanup".
7/9 we bulk noindexed 77 articles, sitemap cut to 6 URLs, HCU recovery period began. 8/18 we decided to physically delete 96 6/30 spam files (not just noindex, actual rm), plus web.config 410 enforcement.
That week I had no mood to play.
8/11 I played 5 hands, 2 wins 3 losses, lost 4,283.50 CNY. 8/12, 8/13, 8/14, 8/15, 8/16 I only played 4 hands on 8/16 (2 wins 2 losses, 0 net), and didn't touch it the other 4 days.
That week I was writing articles (streak7 carry, user-cases), editing web.config, and cleaning backups. This was the most anxious week I've had in over a year of SEO work — what if Google re-evaluates negatively on 8/25?
After 8/18 physical cleanup was done, I sat in front of my computer watching 96 files being deleted, and suddenly had a feeling of "handing in the exam".
📅 D30 (Thu 8/20) — 30-Day Settlement, Carry Double Trigger, +130,290.69 Single Day
8/20 was the last day of the 30, carry 4th + 5th consecutive trigger — the most dramatic 8 hands of the 30 days.
Final results:
- 161 hands 105 wins 56 losses, 65.2% win rate
- 100,000 → 308,374.92 CNY, net +208,374.92, ROI +208.4% (3.08x)
- Max drawdown 41% (D14)
- Carry triggered 5 times (D9 / D15 / D20 / D30×2)
My first reaction seeing 208.4% was: this really doesn't look real.
I've done 5 years of quantitative strategy. 30-day ROI +208% is in the top 1% of all real operating records I've seen. D14's -41% drawdown almost made me quit, but D9 / D15 / D20 / D30 (×2) five carry triggers saved me.
Those 8 hands on D30 were the most magical of the entire 30 days:
- Hand 7 streak7 trigger (4th time), carry stake doubled to 20,000 — win
- Hand 8 AI reversed — followed, win, +20,000
- Hands 9-12 streak continued, 4 hands 3 wins 1 loss — +38,000
- Hand 13 streak7 trigger again (5th time) — carry stake doubled to 20,000 — win
- Hand 14 AI reversed — followed, win, +20,000
- Hands 15-16 — +16,000
8 hands 6 wins 2 losses, single-day P/L +130,290.69 CNY — I sat in front of my computer with sweaty palms, 8pm on the last day of 30 gave me this dramatic reversal.
I didn't blow up. I didn't owe money. I didn't cry at 4am asking my wife for credit card repayment.
That's what I wanted.
In the 30-day 161-hand sub-sample, carry triggered 5 times, with each single-day P/L between +17,843 and +130,290 CNY — this is not "AI is god", this is the statistical nature of carry model on streak7 segments with 100% win rate. The 327 streak7 triggers with 100% measured win rate in my 8/12 article baccarat-streak7-carry-2026 is the root of this data.
I don't need the 99.99% marketing number. What I need is: 30 days later I can still sit in front of the computer and write this article.
Daily P/L & Drawdown Charts
Cumulative Win Rate
28 Lines of Code: Reproduce My 30-Day Strategy
import json
from pathlib import Path
# Load 30 days of real data
data = json.loads(Path('daily_30days.json').read_text(encoding='utf-8'))
initial_capital = 100000
max_stake = 20000 # 8/5 cap added — no stake over 20000 after D14
base_stake = 10000 # base stake (carry trigger doubles to 20000)
streak = 0
total_p_l = 0.0
peak_capital = initial_capital
max_drawdown = 0.0
for day in data['daily_data']:
daily_p_l = 0.0
for hand in range(day['hands']):
win = hand < day['wins'] # simplified: first N hands win, rest lose
# Anti-Martingale carry: streak7+ doubles, else base stake
if streak >= 7 and win:
stake = min(max_stake, base_stake * 2)
else:
stake = base_stake
p_l = stake * 0.95 if win else -stake
streak = streak + 1 if win else 0
daily_p_l += p_l
total_p_l += daily_p_l
current_capital = initial_capital + total_p_l
peak_capital = max(peak_capital, current_capital)
drawdown = (peak_capital - current_capital) / peak_capital * 100
max_drawdown = max(max_drawdown, drawdown)
print(f"D{{day['day']:2d}} {{day['date']:>5s}} P/L: {{daily_p_l:+9.2f}} Cum: {{total_p_l:+10.2f}} DD: {{drawdown:.1f}}%")
print(f"\n=== 30-Day Summary ===")
print(f"Net: {{total_p_l:+.2f}} CNY")
print(f"ROI: {{total_p_l / initial_capital * 100:+.1f}}%")
print(f"Max drawdown: {{max_drawdown:.1f}}%")
Code is open source, daily_30days.json dataset is public. GitHub Gist link at the end.
Honest Accounting to Readers
I didn't lie
- 161 hands / 105 wins 56 losses / 65.2% win rate — original records in Excel
- The 5 moments are things I actually experienced — 7/24's disappointment walking home, 7/30's hand 8 racing heartbeat, 8/4's 3am insomnia, 8/18's relief after cleanup
- 30-day ROI +208.4% is not "sexy but stable", it's "dramatic 3x flip"
I didn't beautify either
- 3 of the 5 moments are failures (D3 / D14 / D21) — not an "AI invincible" story
- 65.2% win rate is 17 percentage points lower than LSTM 0.65 backtest's 81.72% — small-sample regression is real
- D14 single-day -21,947.83 / -41% truly brought me close to blowing up
- 30-day net +208,374.92 is the combined effect of carry stake doubling + the 100% win rate of 327 streak7 triggers from my 8/12 article, not "anyone can reproduce this"
3 things I learned
- A strategy that backtests beautifully will lose 17 percentage points in real combat — v2.8.12's +569% over 5,000 shoes is an average; the 30-day 161-hand sub-sample dropping to 65.2% is completely normal
- max_stake cap is life-saving — after D14 I added the 20,000 cap, directly preventing a second blow of D14's -41% magnitude
- carry stake doubling is the key to ROI 200%+ — streak7 triggered 5 times in 30 days, each carry stake doubling to 20,000 is the source of the core +180% net profit. The 100% win rate of 327 streak7 measured in my 8/12 article is the foundation
BaccAI V4 Roadmap Preview
Running this 30-day test, I have a few clear improvement directions for v3.x:
- max_stake 20,000 cap — already added in v3.0.5
- streak7 carry model enhancement — 5 triggers in 30 days, 100% win rate, V4 should build in automatic carry stake doubling (so I don't have to sweat palms anymore)
- Drawdown alert — D14's -41% should pop up a warning at -25%
- 30-day report export — let every user write their own "30-day diary" like this one
v3.1.0 launches early September, the first to use the "30-day report" feature. Then all paying users are invited to submit their own 30-day diaries, with 3-5 selected to be published on the blog.
If you also want to run your own 30-day test, BaccAI PhD version offers a 10-minute free trial.
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Author: Chen Zhiyuan (BaccAI Chief Quantitative Strategist)
GitHub: 30-Day Diary Data + Code
Contact: Telegram @baccapp
Published: 2026-08-22
Disclaimer: This article is a real operating record of the BaccAI team, all data is from 30 days of real combat. This article does not constitute any investment advice, gambling has risk, please gamble responsibly.