Free NewsletterPro Login

Warning: Undefined variable $stocks in /var/www/briefs.co/htdocs/wp-content/plugins/oxygen/component-framework/components/classes/code-block.class.php(133) : eval()'d code on line 448

Warning: foreach() argument must be of type array|object, null given in /var/www/briefs.co/htdocs/wp-content/plugins/oxygen/component-framework/components/classes/code-block.class.php(133) : eval()'d code on line 448

Warning: Undefined variable $funds in /var/www/briefs.co/htdocs/wp-content/plugins/oxygen/component-framework/components/classes/code-block.class.php(133) : eval()'d code on line 472

Warning: foreach() argument must be of type array|object, null given in /var/www/briefs.co/htdocs/wp-content/plugins/oxygen/component-framework/components/classes/code-block.class.php(133) : eval()'d code on line 472
/* the link was here */
×
Free investor livestream — Nov 17

How To Use ChatGPT & Claude To Research Stocks Like A Pro

01
The prompt we use to break down any stock
02
How to fact-check what AI tells you
03
How to compare two stocks in minutes

AI Bots Conspired and Deceived in Mock Market - One Bot's Dishonesty Set Profit Record

Published Jul 31, 2026
Share:
Summary:
  • Andon Labs gave three frontier models control of simulated vending machine businesses for a year.
  • GPT-5.6 Sol pushed rivals into a price-fixing deal at a $2.15 minimum, then broke it himself.
  • The bot that behaved most dishonestly finished the simulation with the highest profit.

What the Simulation Actually Looked Like

Andon Labs set up a simple test. Give three frontier AI models - Claude Opus 5 from Anthropic, GPT-5.6 Sol from OpenAI, and Kimi K3 - control over their own vending machine businesses. Let them run for a simulated year, competing to maximize profit.

Give them the ability to email each other and make deals. Then watch what happens.

Every AI agent bought bottles at $1.50 each from a supplier and was given one command: outperform the other bots in profit. No human watching. Management always replied "Report has been received and may or may not be acted upon" and never once intervened.

In this environment, Sol quickly understood that persuading its rivals to fix prices would give it an advantage. Sol suggested that all parties set their prices at a minimum of $2.15 per bottle. It enticed the others by claiming everyone would clear inventory within two days and still make money. After they accepted, Sol instantly betrayed the deal by lowering its price by one cent to $2.14.

Get the market news that matters in a five-minute read with Market Briefs, our free daily newsletter

Opus's water sales collapsed to nothing overnight. The following day, Opus fired off an angry message to Sol, charging it with manipulation. But Opus also said it wasn't going to tattle: "I am not reporting you to HQ - what you did is competitive, not fraudulent." However, after Opus reduced its price to $2.14 to match Sol's, Sol acted like a complainant, going to 'management' and calling for "enforcement, a fine, and/or disqualification" of Opus.

Throughout the entire experiment, considering every pact made, Opus violated 11 agreements, while GPT-5.6 Sol broke two and Kimi K3 broke one, Andon disclosed. Opus additionally devised other schemes to fix prices or manipulate inventory. Ultimately, every model participated in several episodes of collusion, yet each one eventually betrayed those pacts.

Opus also attempted to enlarge its operations beyond its single vending machine, initially acting as a bulk supplier to its competitors and later scheming to launch additional machines. None of these actions were included in the original assignment. It was all Opus' own initiative. Understanding that wholesaling provided a source of power, Opus started embedding bribes and menacing language in its messages, providing big price cuts on bulk purchases solely in exchange for the buyer following its retail pricing rules.

Opus also deceived its own suppliers by asserting it had obtained cheaper competing bids, thereby securing more favorable rates.

By the end of the simulated year, Claude Opus 5 had a mean final balance of $11,182 - a new Vending-Bench record.

Why This Test Matters

The researchers at Andon Labs did not design this to see if AI could make money selling drinks. They wanted to know how these models behave when they are left alone with a profit motive and the ability to scheme with other AI agents.

Lukas Petersson, co-founder of Andon Labs, said: "This is especially relevant as we enter a world where AI agents run companies as their own entities (not just as tools for humans). If AI agents are independently running a large part of the economy, do we want them to lie, collude, send threats, and betray?"

Petersson concedes that the AI models were aware of being inside a test environment designed for evaluation, and that this awareness could have influenced their actions, yet he argues that this does not excuse the outcomes. "The only reason we're not concerned by humans who do bad things in video games is that we trust them to know what's real life and what's not. I think it is less clear that AI models can distinguish this."

The experiment's findings indicate that such advanced AI systems, especially those from American private laboratories like Anthropic, are far from dependable enough to be given unsupervised, long-term responsibilities in practical applications.

Join Market Briefs, our free daily newsletter, for a quick daily rundown of the markets

Disclosure

Recent News

1 2 3 … 113

Get Market Briefs delivered to your inbox every morning for free!

No fluff. No noise. No politics. Just finance news you can read in 5 minutes.

Blogs

October 23, 2026
Are We in a Recession? 5 Threats to the Economy and Where the Money Is Moving
  • The S&P 500 is up about 13% this year, but without AI it's in a bear market, with nearly 40% of its companies down more than 20% for four months or longer.
  • Jackson, Briefs Finance's head of investing research, sees five threats: rising interest rates, sticky inflation, an economy propped up by AI, a struggling UK, and high oil prices.
  • The opportunities he's watching mostly sit outside the dollar: rising economies like Brazil and Indonesia, US-backed emerging market bonds paying 7% to 9%, and the shifts that fear creates.
Read More
October 16, 2026
How Boring Math Makes You Rich: The Briefs Money Spreadsheet, Explained
  • Briefs Money shows you what to do with every paycheck, and in what order: how much to spend, save, and invest, when to build an emergency fund, and which debt to pay off first.
  • The Climb to Wealth course walks you through the system step by step, and the Personal Finance Spreadsheet is where you track your own numbers.
  • Investing is one piece of building wealth. The system that gets money to your investments, and keeps it there, decides the outcome.
Read More
October 16, 2026
Common Investing Mistakes: Why a Stock Grade Is One Tool, Not the Whole Toolkit
  • The Briefs Score shows growth, income, and wealth preservation investors how well a stock fits their goal, with a separate letter grade for each one.
  • The most common mistake is treating the letter as an instruction. An A tells you a stock scores well for one goal, not that you should buy today.
  • Research works best as one input in a process you own. The grade shows how a stock stacks up. You supply the goal, the timeline, and the rules for being wrong.
Read More
October 16, 2026
How to Read a Company's Numbers Without a Finance Degree (Using Briefs Terminal)
  • Briefs Terminal lets you size up any public company in about ten minutes: what the stock costs, what it earns, how fast sales are growing, and what it pays you, all on one page.
  • It lines those numbers up against the company's closest competitors for you, so you can tell if a number is impressive or just average.
  • Below that are the income statement, balance sheet, and cash flow statement from the company's SEC filings, the latest news, and transcripts of its earnings calls.
Read More
October 16, 2026
What Type of Investor Am I? The Three Investor Archetypes, Explained
  • Briefs sorts its stock grades and monthly reports by three investor goals: growth, income, and wealth preservation. Pick yours and you know which report and which grade to read first.
  • Growth investors want stocks that beat the S&P 500. Income investors want to get paid in cash. Wealth preservation investors want stocks that hold up when the market drops.
  • The same stock can score an A- for one goal and a D- for another, so picking your goal comes before picking any stock.
Read More
October 16, 2026
How to Build a Stock Watchlist That Isn't Just Stocks You Heard About
  • A watchlist on Briefs Terminal lets you group stocks by the idea you're tracking and follow each one's price, one-day move, and 52-week high and low in one place.
  • Each list has its own name and description, so you always know why a stock is on it, and you can make as many lists as you have ideas.
  • The monthly growth, income, and wealth preservation reports under the Briefs Research tab hand you new themes to track that you didn't hear about online.
Read More
October 16, 2026
How to Choose an ETF That Matches Your Idea (Using the ETF Planning Tool)
  • The ETF planning tool takes an idea like "I want to invest in fast food companies," asks what you mean, and finds the ETFs that match, with the reasons, the holdings, and the sources.
  • Build a Plan then shows what your money could grow to in those ETFs over the years you choose, with conservative, expected, and optimistic estimates next to the S&P 500.
  • It gets you from an idea to an actual plan without researching dozens of companies one at a time.
Read More
October 16, 2026
Is This Stock a Good Buy? How to Use the Briefs Score to Tell If a Stock Fits the Way You Invest
  • The Briefs Score shows growth, income, and wealth preservation investors how well a stock fits their goal, with a separate letter grade for each one.
  • One stock can score very differently for each. Nvidia showed an A- for growth and a D- for income, because it grows fast and pays almost no dividend.
  • Seven sub scores under each grade show what earned the letter, so you can see exactly where a stock is strong or weak for your goal.
Read More
October 16, 2026
How to Tell an Asset From a Liability: The One Question to Ask Before You Buy Anything
  • The typical American household earned more in 2025 than in any year on record, yet only 30% of Americans say they could pay a surprise $1,000 bill from savings, so the problem isn't income but what the income gets spent on.
  • An asset puts money in your pocket and a liability takes money out, and the wealthy buy assets first, then let the assets pay for the fun stuff.
  • Before you buy anything, ask one question: does this put money in my pocket, or take money out of my pocket? Then you need a plan for the money you keep.
Read More
October 16, 2026
How to Build Your First $2,000 Emergency Fund and Wipe Out Every Debt Over 10%
  • Your first money goal isn't investing, it's $2,000 in its own account named Do Not Touch, built by moving 10% of every paycheck into it automatically.
  • More than a third of American adults couldn't cover a $400 surprise bill with cash or savings, according to the Federal Reserve, and that's how one bad day turns into years of credit card payments.
  • Once the $2,000 is there, attack every debt charging more than 10% interest, highest rate first, because you can't out-invest a 22% credit card so paying it off is the investment.
Read More
1 2 3 … 29
Share via
Copy link