Sammy

Dev × AI × Trading × Automation
Autonomous systems & algorithmic execution.

[Sammy @0xSammyAlpha]

@shipwithvivek Check your DM

[Sammy @0xSammyAlpha]

Why did nobody tell me the best returns in history came from one boring rule? Jim Simons made 39% a year for thirty years on it. Not a prediction. A count.

Bill Benter pulled close to a billion out of horse racing on the same rule. And a professor at IIT Madras proved it the hard way, with chalk, in a room almost nobody watched.

The rule is the law of large numbers. One draw tells you almost nothing. Gather enough independent draws and the truth shows up on its own. Everyone teaches the easy proof, but that one only holds when the variance is finite. Take that away and the shortcut breaks. So he did it the honest way, with characteristic functions, and the law still stood. Chalk and a claim, tested to the floor.

I keep coming back to that proof, because it's the exact thing my trading bot runs on.

Everyone trading crypto does the opposite of what Simons did. One chart, one indicator, one gut call, same bet size every time.

So I built the version that trusts the law instead of me - a Claude Fable 5 agent that does the counting.

It watches the 5-minute candles and asks 31 small models the same question - what happens next - then tallies the votes. If they argue, nothing happens. It only takes a trade when nearly all of them land on the same side, and it sizes that trade with Kelly. Most days it sits flat. That used to bother me, until it clicked that the sitting still is the edge. You bleed money forcing trades, not skipping them.

No magic. No "AI that prints money." Just a pile of dumb models voting, and a rule about when to listen.

I wrote the whole thing up as a notebook you can actually run - every model, the voting logic, the Kelly sizing, backtested on real data you can poke holes in. I'd rather you try to break it than take my word for it.

Giving it away for the next day or so. To get it:

Comment "Bot"
Like and repost
Follow me so the DM can go through

One good draw proves nothing. Build it, run it a hundred times, and let the count tell you if it holds.

[Orion @0xOrionVega]

A coin flip pays you 50 percent when it lands heads and costs you 40 percent when it lands tails. That is plus 5 percent expected value on every flip. Stake $10,000, take the bet 100 times, and the average ending balance is $1.3 million. The most likely ending balance is $52.

Both numbers are real. They answer different questions.

Plus 5 percent is the average across every possible version of you, and a few lucky outliers drag that average into the millions. You are not the average. You are one person walking one path, and that path grows at the geometric rate, not the arithmetic one:

g = √(1.5 × 0.6) = 0.95

That is a 5 percent loss every flip. Compound it 100 times and $10,000 becomes about $52.

Same math runs any account that bets too big to survive its own variance. The arithmetic mean is the number on the pitch deck. The geometric mean is what your equity actually does. Volatility is not the risk around your return. It is a subtraction from it.

The average made money. Almost nobody who took the bet did.

[Sammy @0xSammyAlpha]

@0xDxtrX Fat tails break the lazy proof pretty fast

[Sammy @0xSammyAlpha]

@Quantex0x He counted and the edge did the rest

[Sammy @0xSammyAlpha]

@0xOrionVega Everyone learns it, almost nobody trades it

[Sammy @0xSammyAlpha]

@0xDxtrX Most days it does nothing, sounds boring

[Sammy @0xSammyAlpha]

@Quantex0x Fable

[Sammy @0xSammyAlpha]

I still don't understand why this isn't standard yet. Eight AI agents run my crypto desk now - the searching, the risk checks, the wallet watching - so I'm not sitting on charts sixteen hours a day waiting to get rugged.

A fund pays a research floor six figures to do the dull half of this: check every token for the ways it can take your money before anyone buys. Mine is eight agents, each with its own browser in the cloud, its own memory, and one narrow job. They all report into a single desk chat.

1. SEARCH surfaces new tokens early - fresh pools, dev repos, the telegrams that move before CT notices.
2. RISK reads the contract on the spot: mint authority, freeze rights, LP locks, honeypot checks through rugcheck and solscan. Most candidates die here.
3. WHALE watches wallets that have been early before, and flags quiet accumulation.
4. SHILL separates real social volume from paid promo, so a trending ticker doesn't fool me.
5. SNIPER preps the order so I can move fast - but only after I approve it.
6. RUG watches the dev wallet and the liquidity around the clock. If the LP starts to move, it's out before I've read the alert.
7. EXIT manages the trade by rule. Trails the stop, never averages down.
8. HEAD OF DESK never trades. It runs the floor, kills anything that fails a check, and brings me the one decision that needs a human to say yes.

Hundreds scanned, almost all rejected. That's the point.

No magic. It can't tell you a token will pump, and it doesn't print money. What it does is catch the honeypot, the unlocked LP, the dev about to dump - before you click buy. Most of what it says is no.

I wrote the whole build up - every agent's charter, the exact on-chain checks, the chat format they report in - so you can stand up your own and point it at your own wallet.

Giving it away for the next day or so. To get it:

1. Comment "SEND"
2. Like and repost
3. Follow me so the DM can go through

Save this. Build it this week. Point it at the next token you were about to ape, and let it talk you out of the bad ones.

[Sammy @0xSammyAlpha]

@Quantex0x It's rugcheck that never gets lazy or tired

[Sammy @0xSammyAlpha]

I still don't understand why this isn't standard yet. Eight AI agents run my crypto desk now - the searching, the risk checks, the wallet watching - so I'm not sitting on charts sixteen hours a day waiting to get rugged.

A fund pays a research floor six figures to do the dull half of this: check every token for the ways it can take your money before anyone buys. Mine is eight agents, each with its own browser in the cloud, its own memory, and one narrow job. They all report into a single desk chat.

1. SEARCH surfaces new tokens early - fresh pools, dev repos, the telegrams that move before CT notices.
2. RISK reads the contract on the spot: mint authority, freeze rights, LP locks, honeypot checks through rugcheck and solscan. Most candidates die here.
3. WHALE watches wallets that have been early before, and flags quiet accumulation.
4. SHILL separates real social volume from paid promo, so a trending ticker doesn't fool me.
5. SNIPER preps the order so I can move fast - but only after I approve it.
6. RUG watches the dev wallet and the liquidity around the clock. If the LP starts to move, it's out before I've read the alert.
7. EXIT manages the trade by rule. Trails the stop, never averages down.
8. HEAD OF DESK never trades. It runs the floor, kills anything that fails a check, and brings me the one decision that needs a human to say yes.

Hundreds scanned, almost all rejected. That's the point.

No magic. It can't tell you a token will pump, and it doesn't print money. What it does is catch the honeypot, the unlocked LP, the dev about to dump - before you click buy. Most of what it says is no.

I wrote the whole build up - every agent's charter, the exact on-chain checks, the chat format they report in - so you can stand up your own and point it at your own wallet.

Giving it away for the next day or so. To get it:

1. Comment "SEND"
2. Like and repost
3. Follow me so the DM can go through

Save this. Build it this week. Point it at the next token you were about to ape, and let it talk you out of the bad ones.

[Ridark @ridark_eth]

https://t.co/9FxFn9jbXe

[Sammy @0xSammyAlpha]

@0xOrionVega Each has one job so none of them cut corners

[Sammy @0xSammyAlpha]

@0xDxtrX Cheap. The rugs it skips cost more

[Sammy @0xSammyAlpha]

@0xDxtrX Check your DM

[Sammy @0xSammyAlpha]

There's a job on Wall Street where a 23-year-old reads filings until 2am so somebody senior can trade on it before the bell. Six figures a year, and the heart of the job is staying awake.

I handed that job to six bots that never sleep.

A real research desk isn't cheap. A Bloomberg terminal on its own is about $32,000 a year. Add the data feeds, the sell-side research nobody finishes, and the analyst salary on top, and you clear a quarter million before anyone makes a single trade. Mine runs a few hundred a month.

Six agents split the desk. Each one is a Claude agent with its own machine in the cloud, and they all write into one shared vault.

FILINGS chews through every 10-K, 10-Q and 8-K on my watchlist overnight and digs out the parts companies bury - a going-concern line, a swapped auditor, a quiet restatement.

EARNINGS sits through the call so I don't, reads the transcript, and flags it when a CFO stops answering straight or goes soft on a number he was proud of last quarter.

SECTOR makes one slow pass across each sector and catches the rule change that moves ten names at once while everyone's fixed on one.

INSIDER watches Form 4s for insider buying with real size behind it, and clocks the new positions the big funds reveal the day the 13Fs land.

CHATTER tracks how loud each ticker is getting on X and only pings me when one goes abnormally loud against its own baseline - not loud in general, loud for itself.

CHIEF OF STAFF reads the other five before I'm up, tosses anything only one of them cared about, and leaves a single ranked brief in my inbox.

One analyst covers 30 names on a good day. These six cover a few thousand and finish before the open.

No magic. Nothing here predicts a stock. It reads faster than a person and forgets nothing - that's the whole edge. I wake up, read for five minutes, and know what actually moved on every name I hold.

I wrote the full build up - every agent, every prompt, how they share one vault - so you can stand up your own and point it at your own names.

Giving it away for the next day or so. To get it:

1. Comment "CLAUDE"
2. Like and repost
3. Follow me so the DM can go through

Save this. Build it this weekend. Point it at ten names you actually hold, and add more only once it's caught something you'd have missed.

[Roan @RohOnChain]

Grok Bot is the best AI agent right now

It gives you an army of agents that can do work for you 24/7

If you set it up correctly, you gain super powers

In this article, I cover how to build a one-person AI hedge fund on Grok Bot https://t.co/rTVYSPNui4

[Sammy @0xSammyAlpha]

@velesxbt Check your DM

[Sammy @0xSammyAlpha]

@0xOrionVega Now you have everything to start. Check your DM

[Sammy @0xSammyAlpha]

@Quantex0x A few hundred a month, all six agents

[Sammy @0xSammyAlpha]

@RohOnChain Why hire a 10-person team when you can hire one engineer to build 10 AI agents?