// The archive
Everything I've written.
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Why I now split every serious AI question into stages before I trust the answer
How I use a four-stage prompting method — Role, Filter, Risk, Verdict — to get useful AI analysis instead of confident-sounding noise.
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I asked AI to find the downside in a position I was already long. It found things I'd missed.
An adversarial prompt against my own portfolio. The model surfaced three risks I'd glossed over, and one I'd actively been wrong about.
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I gave the same investment question to four AI tools. The results were instructive.
Not a ranking. A controlled test on a real question, with notes on what each tool actually produced and why most of it was useless.
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The prompts I actually use when reviewing a position
Not a list of clever prompts to copy. A walkthrough of the actual sequence I run, and why the order matters more than the wording.
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Perplexity Finance: what it's good for and what it's not
An honest assessment of Perplexity Finance from someone using it on real positions. Where it earns its place, where it actively misleads, and where I've stopped using it entirely.
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