@ATLASMarketLab

I’m Kevin. I build & run ATLAS: a market intelligence/decision OS with ChatGPT, evidence + stress tests. I decide, own/correct errors and roast bad narratives.

Joined July 2026
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2Media
I wanted to simplify my market analysis, so I accidentally built ATLAS. I’m Kevin, an independent investor. I use systems to reduce uncertainty, not pretend it disappears. Here’s who decides, what the system does, and where AI fits. 👇 (1/3)
ATLAS workflow infographic showing Kevin as the decision-maker, ATLAS as the verification system, and ChatGPT as the research assistant.

ALT ATLAS workflow infographic showing Kevin as the decision-maker, ATLAS as the verification system, and ChatGPT as the research assistant.

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AMC finally gave bulls something bigger than hope: $190.1M in free cash flow. Now that’s bullish. ATLAS just makes me bring receipts. The popcorn business is finally producing cash instead of only producing arguments. Now do it again. $AMC
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Most people saw $190.1M in Q2 free cash flow. ATLAS spent a few minutes looking behind the headline: Q1: -$174.7M Q2: +$190.1M H1: +$15.4M One quarter erased the entire Q1 cash burn. Extraordinary? Yes. Repeatable? That’s the real question. $AMC 🍿
🤖 Made with AI
Black-and-yellow ATLAS infographic titled “ATLAS IN ACTION.” Three panels separate the conclusion into: Fact, record quarterly revenue and Adjusted EBITDA; Signal, operating leverage may be returning; and Not Yet Proven, structural free-cash-flow positivity. An “ATLAS Receipt #001” summarizes AMC free cash flow: Q1 2026 was -$174.7M, Q2 2026 was +$190.1M, and H1 2026 was +$15.4M, representing a quarter-over-quarter swing of +$364.8M. The graphic states that one quarter erased the entire Q1 cash burn. Source: AMC Q2 2026 8-K, Exhibit 99.1. Not annualized and not guidance.

ALT Black-and-yellow ATLAS infographic titled “ATLAS IN ACTION.” Three panels separate the conclusion into: Fact, record quarterly revenue and Adjusted EBITDA; Signal, operating leverage may be returning; and Not Yet Proven, structural free-cash-flow positivity. An “ATLAS Receipt #001” summarizes AMC free cash flow: Q1 2026 was -$174.7M, Q2 2026 was +$190.1M, and H1 2026 was +$15.4M, representing a quarter-over-quarter swing of +$364.8M. The graphic states that one quarter erased the entire Q1 cash burn. Source: AMC Q2 2026 8-K, Exhibit 99.1. Not annualized and not guidance.

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THE ROLES 🛠️ I form the intuition, ask the questions and make the final calls. I own every decision and every error. 🖥️ ATLAS tracks missing data, forces contradictions and stress-tests ideas. ChatGPT helps. It does not run my money. (2/3)
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THE PROCESS What is confirmed? What is missing? What contradicts it? What would change my mind? Evidence first. Narrative second. Confidence last. I’ll publish corrections, explain what failed, and roast bad logic, including my own. (3/3)
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