Tommy Chicagoman

Chicago-based Forex Trader. Business owner. Conservative republican. Computer nerd. Cars and motorcycles enthusiast. Polyglot, epicurean and oenophile. PhD, MBA

[Tommy Chicagoman @chgotom]

@JulianGoldieSEO Yes

[Tommy Chicagoman @chgotom]

The math is the first red flag. $500 turning into $49,000 in two weeks is a ~98x return, roughly 9,800% in 14 days. That is not a trading outcome that exists in reality outside of a single lottery-ticket leveraged bet that could just as easily have gone to zero. No systematic, "no emotional trading," inefficiency-arbitrage strategy produces that. Arbitrage between spot and prediction markets is real, but it's low return and capital-intensive precisely because it's low-risk—you can't 98x a $500 account on genuine arbitrage. The premise is internally contradictory: it claims a safe, systematic edge while showing a return only reckless gambling could produce.
The link is the smoking gun. https://t.co/P3RBZbs4fc is a Telegram bot with a referral code baked into the URL. That tells you:

The destination isn't a "breakdown document," it's an automated bot funnel.
The ref- parameter means whoever posted this earns something when you click and engage—you're being monetized.
"KreoPoly" bot-style names of this type are commonly tied to deposit-and-trade or "connect your wallet"/"fund this bot" schemes, where the actual ask is to send crypto to a bot that promises to trade or arbitrage for you. That money typically doesn't come back.

The structure is identical to the previous post—engagement bait (comment, like, repost, follow) plus fake urgency ("free, limited time")—but with a worse endpoint. The prior one funneled to DMs for a likely course upsell. This one funnels to a Telegram bot, which is a step closer to "fund this and watch it disappear."
The Claude framing is window dressing. A $20 subscription and a chatbot cannot generate $49K from $500. Claude can help you understand arbitrage; it cannot execute a 98x edge, and no honest post would imply it does.
What's likely on the other side of that link: a bot that shows fake profit screenshots, asks you to deposit crypto to "activate" the strategy or "unlock" the breakdown, possibly asks you to connect a wallet (which can drain it), and then either takes the deposit outright or runs the classic let-you-withdraw-small-then-demand-fees-for-the-big-withdrawal trap.
Don't click it, don't fund anything, don't connect a wallet. If you already clicked the link out of curiosity, that alone is harmless—just don't deposit money, enter credentials, or approve any wallet connection. The screenshotted $49K and the "I researched it for 10 hours" credibility-building are the setup; the deposit request is the close.

[Tommy Chicagoman @chgotom]

@elonmusk @BLKMDL3 Great job! Love my Tesla even more, but handling remains poor for: no slowdown at railway crossings or pothole detection.

[Tommy Chicagoman @chgotom]

@TommiPedruzzi Claude

[Tommy Chicagoman @chgotom]

@Manu_Sisti Pdf

[Tommy Chicagoman @chgotom]

Reasons to Be Cautiously Bullish

Every major BTC drawdown of 50%+ has eventually been followed by new highs — so far
Halving cycles structurally reduce sell pressure
Institutional infrastructure (ETFs, custody) is meaningfully different now than prior cycles
On-chain long-term holder metrics tend to strengthen during sell-offs
Macro liquidity cycles are the real driver, and rate environments can shift

[Tommy Chicagoman @chgotom]

This is a social media scam post, and I want to be straightforward with you about why.
What's actually being described:
The post claims to describe "copy trading" or "wallet tracking" arbitrage that generates guaranteed profits. Here's what's real vs. fabricated:
The red flags:
"47 wallets that never lose" — No such wallets exist in any market. Every trader has losing trades. This claim is mathematically impossible over meaningful timeframes.
"Never dips. Just climbs" P&L curve — Fabricated. No trading strategy produces this. Even the best quant funds have drawdowns.
$300 → $1,429 in 11 hours — That's a ~376% return overnight. Legitimate quant firms with billion-dollar infrastructure don't achieve this consistently.
"Citadel does this" — Citadel's market-making is legal, heavily regulated, involves massive capital, and operates on microsecond infrastructure. It is nothing like what's described.
The CTA structure — "Comment, like, follow to get DM'd" is a textbook engagement-farming scam on X/Twitter. The "free for 24 hours" creates false urgency.
What actually happens if you follow:
You get DM'd asking for money, a "small setup fee," or access to a fake platform
Or you're directed to a malware download
Or they harvest your wallet credentials/seed phrases
The honest reality of crypto arbitrage bots:
Real ones exist, but require significant technical expertise, capital, and infrastructure
Competition is fierce; margins are razor-thin
Most retail attempts lose money to gas fees, slippage, and latency
Don't send anyone $300 based on this.

[Tommy Chicagoman @chgotom]

@JozeMozina

[Tommy Chicagoman @chgotom]

@WhitmanXAI 4.5

[Tommy Chicagoman @chgotom]

@Laxmipawar195 Claude

[Tommy Chicagoman @chgotom]

This is a scam. Let me be direct about what's actually happening here.
What this post is doing:
The "wallet" stats, profit screenshots, and returns are fabricated or cherry-picked. The social engagement requirements (comment, like, follow) are a classic engagement farming scheme to build an audience to sell to or spam.
The red flags:
Extraordinary returns with no losses mentioned
"Almost no one is watching it" creates false urgency
"24 hours only" is a pressure tactic
Requiring follows/likes before receiving anything
Vague technical-sounding terms (Kelly criterion, Bayesian updates) used to sound credible without substance
The wallet address exists to look verifiable while being unverifiable to most readers
What actually happens if you engage:
You'll likely receive a link to a paid course, a pump-and-dump token, a phishing site, or a "copy trading" platform that takes your deposit.
On the Claude angle specifically:
Claude cannot autonomously trade, access your wallet, run overnight without supervision, or guarantee returns. No AI can. Anyone claiming otherwise is misrepresenting how these tools work.
The Kelly formula shown is real math. Wrapping a scam in real math is a standard technique.
If someone genuinely had a system printing +382% returns, they would not be giving it away for a retweet.

[Tommy Chicagoman @chgotom]

@WhitmanXAI Agent

[Tommy Chicagoman @chgotom]

@anyatrades Anya, everybody has an accent. That reflects the area where you live! Even here in America: Boston accent is not the same as one from LA, Texas is not the same as Chicago or NYC.... In Europe is the same. Just heads up! You sound very much like Melania... so be proud!

[Tommy Chicagoman @chgotom]

@anyatrades $MRVL has the strongest and most legitimate catalyst today. $GXAI has a real news driver (AWS). The rest — $BJDX, $DXST, $VSA, $ABTS, $CTNT — are classic low-float momentum/squeeze plays that can move fast in both directions and represent a high risk.

[Tommy Chicagoman @chgotom]

@polona_rifelj

[Tommy Chicagoman @chgotom]

This is another scam. Same template, different account. Here's the detailed breakdown:
It's structurally identical to the previous post:

Credibility hook ("fired Goldman quant")
Impressive but unverifiable numbers
Engagement bait (comment/like/follow/DM)
"Free for 24 hours" urgency
Different Twitter handle to farm followers

Specific claims that don't hold up:
"$2,000 → $8,191 in 3 months (409%)"A genuine 409% quarterly return would be the greatest trading performance in recorded history, beating Medallion Fund, Citadel, and every known systematic fund. It would attract billions in institutional capital immediately.
"Sharpe ratio 2.30"Renaissance Technologies' Medallion Fund — the best performing fund in history — averages around 2.0-2.5 Sharpe after decades of refinement with hundreds of PhDs. Claiming this from a $25/month Claude setup is not credible.
"True probability between 60-90% vs market price 7-19c"This describes a massive, persistent mispricing in liquid prediction markets. Polymarket and similar platforms have active arbitrageurs worldwide. Gaps this large don't sit open for a scanner to find repeatedly across 400+ markets.
"Claude built a scanner in one session"Claude can absolutely help build tools. But backtested results shown here have no methodology, no out-of-sample validation, no drawdown data, and no auditable trade log. The named "agents" (velvet_void, nano_alpha, etc.) are theatrical props.
"A fired Goldman quant taught me everything in one conversation"This is a fabricated authority figure. No verifiable identity, no corroboration.
The actual business model here:The person running this account profits from follower growth and engagement metrics, which they can monetize through sponsored posts, account sales, or a paid course/tool sold in the DM.
What legitimate quantitative trading actually looks like:
Months to years of strategy development
Rigorous out-of-sample backtesting with realistic transaction costs
Drawdown analysis and position sizing discipline
Regulatory compliance for managing others' money
Transparent, audited performance records
If you engage, expect one of these outcomes:

A paid course ($97-$997 range)
A "premium bot access" fee
A request to deposit crypto to a wallet they control
Phishing for your exchange API keys
Do not comment, follow, or DM. This account is farming engagement using fabricated trading results and AI hype.

[Tommy Chicagoman @chgotom]

This is a scam. Let me break down exactly why.
Red flags in this post:
1. The wallet claim is a classic lurePosting a wallet address (0x06dc51826...) is designed to make the claim seem verifiable. In reality, anyone can screenshot a wallet with high balances they don't own, or briefly move funds through one for screenshots.
2. $306,000/month from a $100 start — in weeks?This implies returns of thousands of percent. No systematic trading strategy, AI-powered or otherwise, reliably produces this. If it existed, institutional capital would arbitrage the edge away within days, not months.
3. "Reverse-engineered his system. One Claude prompt. 90 minutes."Legitimate quantitative trading systems involve months of backtesting, risk management, execution infrastructure, and capital. They cannot be replicated from a single prompt in 90 minutes.
4. The engagement bait mechanic"Comment AGENT, like, retweet, follow to get the DM" — this is a textbook social media farming scheme. The goal is follower/engagement growth, not helping you trade.
5. Artificial urgency"Free for 24 hours" and "almost nobody is watching" are classic high-pressure sales tactics designed to bypass your critical thinking.
6. "Polymarket" framingPolymarket is a prediction market, not a traditional trading venue. Claiming $15K/day from it is implausible at the scale described.
What actually happens if you engage:
You'll receive a DM asking you to deposit crypto to "activate" the system
Or you'll be sold a course/tool for hundreds of dollars
Or your wallet will be targeted for a draining attack
Bottom line: This is a crypto/trading scam using AI hype as bait. Do not comment, follow, send funds, or share wallet information with anyone promoting this.

[Tommy Chicagoman @chgotom]

This is a viral social media post designed to make you feel like you're seeing a secret opportunity. Let me break down what's actually being claimed versus reality.
What the Post Claims
A trading system using:
Temporal bias (time-based edge detection)
Kelly Criterion sizing
Volatility filtering
Bayesian probability updates
Built overnight, started with $20, "firing trades" immediately.
Is It Technically Doable?
The individual components are real concepts:
Kelly Criterion is a legitimate mathematical formula
Temporal bias patterns do exist in BTC (weekend effects, etc.)
Volatility filtering is standard practice
Bayesian updating is real statistics
So yes, Claude can write code that implements all of these. That part is true and not impressive.
What the Post Deliberately Obscures
The 65% edge claim is the central lie. A consistent 65% edge in BTC would make this the most profitable trading system in human history. Hedge funds spend hundreds of millions finding 52-53% edges.
Backtesting vs. live trading are completely different. Any pattern found by scanning historical data is almost certainly overfitted. It looks great on past data and fails on live markets.
$20 proves nothing. A few winning trades on $20 is statistically meaningless noise.
"Claude built it while I slept" means Claude wrote code. Code executing trades is not the same as a profitable system.
The real framework here is:
Post vague-but-technical-sounding content
Create urgency ("window closing")
Sell a course, newsletter, or Discord
The Honest Answer
Claude can absolutely help you build a technically sound backtesting framework, implement Kelly sizing correctly, and write clean trading logic. That is genuinely useful.
What Claude cannot do is find a reliable 65% edge in BTC that professional quant funds with billion-dollar research budgets have missed. If such an edge existed in simple time windows, it would be arbitraged away within days of discovery.
The post is selling the feeling of having an edge, not an actual edge.