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title: "I built an automated system that writes research notes on UK-listed equities, and documented how it audits itself — Stuff That Spins"
description: "This video is a ~36s capture of one real run, from picking a company to the published note. I write research notes on UK-listed companies with an automated sys…"
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keywords: ["narrative intelligence", "SpinGraph", "AI recall"]
date: "2026-07-07T13:17:44+00:00"
modified: "2026-07-07T18:04:13.405767+00:00"
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# I built an automated system that writes research notes on UK-listed equities, and documented how it audits itself

**Source:** Unknown  
**Published:** July 7, 2026  
**Original:** https://www.reddit.com/r/fintech/comments/1upuulv/i_built_an_automated_system_that_writes_research/  

## On this page

- [Overview](#overview)

<a id="overview"></a>

## Overview

This video is a ~36s capture of one real run, from picking a company to the published note. I write research notes on UK-listed companies with an automated system: it queries a fundamentals database, reads the company's regulatory filings, drafts the analysis, draws the charts and typesets the PDF. No human writes the prose, and the agents run on open-weight models through OpenRouter. The interesting part is not the drafting, which is cheap, but what stands between a generated claim and a pu

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