Crypto Analyst, Technical Analysis.
Moon
Joined March 2014
- Tweets200
- Following428
- Followers30
- Likes66
Alpha Believer retweeted
An Anthropic ex-engineer built a $6/month AI system that remembers why every decision was made.
It caught failures that a $300,000 eval suite missed.
No retrieval layer.
No massive infrastructure.
Just 7 nodes + 1 rule.
Here's how it works:
The graph isn't an execution pipeline.
It's a memory of why.
Every step is connected to the reason behind it:
→ NTENT defines what the task is for
→ DECOMPOSE breaks it into steps and records assumptions
→ WORKER executes one step in isolation
→ AUDIT checks the result against the assumption
→ DRIFT detects when the work moves away from INTENT
→ LEDGER stores every decision and its justification
→ ROOT tracks the graph and reruns affected steps when an assumption breaks
Six nodes act.
One node remembers why they acted.
Every step carries the assumption that made it valid.
So when an assumption fails, the entire workflow doesn't have to restart.
The system finds every step that depended on that assumption.
Then reruns only those steps.
He replayed a month of agent runs:
4,100 steps.
380 were built on an assumption that became wrong by day three.
The old pipeline shipped all 380.
This system identified the affected chain.
That's the real advantage.
Most AI systems move the output forward while the reasoning disappears.
This one makes the reason travel with the result.
No full restart.
No blindly trusting old work.
Just targeted invalidation.
The result isn't just an answer.
It's an answer + the reason it was considered correct.
💡 I'm giving away the complete AI memory-graph setup, including the 7-node architecture, assumption format, and invalidation rule.
Free for 24 hours.
To get it:
1️⃣ Comment "GRAPH"
2️⃣ Like and Repost
3️⃣ Follow @codewithimanshu
I'll DM you the complete setup.
Citadel has spent decades paying millions for quant research. AI just changed the economics.
Ken Griffin built Citadel into a $67B fund with researchers from Stanford, MIT, and other elite universities.
Now agentic AI can run the same basic research loop dramatically faster.
Here's the process:
1. Find
Start with one trading idea.
The AI converts it into a measurable hypothesis.
2. Code
The agent writes the strategy from scratch:
→ Entries
→ Exits
→ Position sizing
→ Risk management
3. Test
Backtest it against years of historical data.
If the strategy doesn't survive history, it doesn't get deployed.
4. Deploy
If it passes, the workflow can move toward live broker execution.
5. Autopsy
After the trades run, the AI investigates the results.
Where was the edge?
Where did it disappear?
What caused the losses?
6. Learn
This is where the real gap exists.
Most systems record the result
then forget the lesson.
A failed strategy becomes another file nobody opens.
The next agent starts with a blank slate.
But imagine the opposite:
very failure becomes permanent research memory.
The system remembers:
→ Which signals failed
→ Which assumptions were wrong
→ Which market regimes destroyed performance
→ Which parameters caused losses
→ Which ideas have already been tested
Now the next strategy doesn't start from zero.
It starts with everything the previous experiments discovered.
The loop becomes:
Find → Code → Test → Deploy → Autopsy → Learn
And the more experiments you run.
the harder it becomes to repeat the same mistakes.
That's the real AI quant advantage.
Not predicting every market move.
Building a research machine that learns from every failure.
💡 I'm sharing the complete AI QUANT workflow, including the six-stage loop and the failure-memory system.
Free for 24 hours.
To get it:
1️⃣ Comment "QUANT"
2️⃣ Like + Repost
3️⃣ Follow @codewithimanshu
I'll DM you the setup.
Alpha Believer retweeted
My dad called Claude a toy for people who can't trade.
He's been trading for 20 years.
I didn't argue.
I just turned the monitor toward him.
He read the results twice.
That can't be right.
27 days.
$200 → $25,400.
74% win rate.
Sharpe 2.47.
While 92% of traders lose money, a tiny fraction quietly extracts millions.
Then I showed him why.
86M+ Polymarket trades analyzed.
Every wallet.
Every entry.
Every exit.
One Claude prompt:
Find every wallet with 100+ trades and a win rate above 70%. Rank them by profit.
14,000 wallets scanned.
47 elite wallets found.
The top 20 earned more than the other 13,000 combined.
He looked at me and said:
That's not data. That's a treasure map.
But that wasn't the real edge.
Three independent AI agents vote on every trade.
✅ 2 agree → Full position
⚠️ 1 agrees → Half position
❌ No consensus → No trade
That one rule eliminated nearly 40% of losing trades.
Another AI watches for fresh smart wallets entering low-liquidity markets before everyone else notices.
One wallet grew $35K into $442K.
73 live dashboards handle everything:
→ Whale tracking
→ Insider detection
→ Wallet clustering
→ Signal scoring
→ Arbitrage opportunities
→ Smart money monitoring
No emotions.
No guessing.
Just data and execution.
Then he asked:
How much does this cost?
About $25/month.
Silence.
I've been paying analysts six figures to do half of this.
The crazy part?
The tools are public.
Most people still think AI is just for writing emails.
Meanwhile, others are quietly using it to build an edge.
🎁 I'm putting together the exact AI trading stack, prompts, and workflow behind this.
Free for 24 hours.
To get it:
1️⃣ Comment the "Claude"
2️⃣ Like and Repost
3️⃣ Follow @codewithimanshu
Make sure to follow me @codewithimanshu ( so i can send you DM)
Alpha Believer retweeted
A trader built a QUANT bot using Claude Fable 5.
Result: $81,323 profit on Polymarket.
25,511 predictions in 54 days.
46% win rate.
$1,506 per day on average.
The strategy is surprisingly simple:
1. Fast market-making model focused on short crypto Up/Down markets
2. No need for both sides at once. System accumulates one side when prices dislocate, then completes the position when the opposite side gets cheap
3. Edge comes from temporal arbitrage + partial hedging + constant inventory rotation across nearby windows
Biggest winning trades:
$1,277 → $2,516 (+$1,239 profit | 97% gain)
$1,059 → $2,205 (+$1,146 profit | 108% gain)
$1,372 → $2,487 (+$1,115 profit | 81% gain)
The entire profit curve is built on one small edge repeated thousands of times.
This is not about predicting the market.
This is about reading price dislocations faster than everyone else and exploiting the gap before it closes.
The system runs autonomous:
→ Claude handles decision logic
→ Monitors crypto markets 24/7
→ Executes when arbitrage windows open
→ Rotates inventory continuously
No emotions.
No guessing.
Just math and execution speed.
💡 I'm sharing the complete Claude prompt and workflow behind this QUANT bot.
Free for 24 hours.
To get it:
1️⃣ Comment the word "Fable"
2️⃣ Like and Repost
3️⃣ Follow @codewithimanshu
I'll DM you the setup.
Alpha Believer retweeted
⚽ ARGENTINA 🇦🇷 vs SPAIN 🇪🇸
🎯 Think you know how this ends?
🎁 Drop your exact score prediction, and three lucky winners will receive $10,000
❤️ Like + 🔁 Repost this post to enter
😗Make sure you follow me
⏳ Entries close at 2 hours before kickoff on Sunday
JOIN TG 👇👇 Launching the same Sunday
Telegram.me/haileywelchdegen
Sunday will be epic 💸 💸 💰 💰
Alpha Believer retweeted
World Cup final match 🏆 🏆 🏆
Spain vs Argentina 🏆 🏆 🏆
$10,000 to 2 people who guess the correct score.
Retweet
Alpha Believer retweeted
🇪🇸 Spain vs. Argentina 🇦🇷
🎁 3 WINNERS.
We're giving away:
🥇 1 × 25K Challenge Account
🥈 1 × 10K Challenge Account
🥉 1 × 5K Challenge Account
Requirements:
✅ Follow @Orionfundedcom
❤️ Like & Repost
💬 Comment your prediction
Good luck to everyone!
Alpha Believer retweeted
$2 500 GIVEAWAY 👇
How to enter:
✅ Follow @parimatch
✅ Repost this post
✅ Hit like
$1 000 if Yamal scores
$1 000 if Messi scores
$500 if they both find the net
After the match, we’ll choose 10 winners from everyone who predicted correctly and send out the prizes.
Drop your prediction in the comments 👇
#Parimatch #Giveaway
Alpha Believer retweeted
BiG announcement
$5,000 to 50 people who predicts correct score.
ends in 3 days or 22 Hours
Like fallow coments
Alpha Believer retweeted
The World Cup starts tomorrow and we're running the biggest $S giveaway we've ever done. 🏆
200,000 $S across the entire tournament!
Two ways to win:
1. Perfect Bracket — 100,000 $S
2. Game predictions — 100,000 $S split across highlighted games all the way to the Final
Here's how it all works 👇
Alpha Believer retweeted
On my way to India…
Leaving my fate in the hands of the Constitution. #JaiBhim
Alpha Believer retweeted
Pixelverse will be listed on Bybit, register to create your Bybit account using this official link: partner.bybit.com/b/annoucpi… and grab your share of the 400,000 $USDT prize pool
#pixelverse $PIXFI
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Listing time: Jul 18, 12PM UTC. Stand a chance to grab a share of the 400,000 $USDT Prize Pool
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Alpha Believer retweeted
Too many DMs asking for free phones. Let’s settle this. Follow us and reply with the Nothing phone you want. @grok pick one reply after 48 hours.
Happy weekend! 🧞
