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Investing and personal finance·2026·ARCADO · private investor
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formulas in the original sheet: the method only lived in the investor's head

From a hand written spreadsheet to an automated, locked down investment platform

We turned a private investor's method, which lived in a spreadsheet without a single formula, into a system of his own: a verifiable rules engine, a daily dashboard, market alerts, a simulation lab and security we attacked ourselves before calling it done.

Data reverse engineeringCustom developmentBacktestingCybersecurityProduct design

From problem to solution

  1. 01 · The challenge

    The client had spent years applying a disciplined method by hand to a basket of stocks.

    Everything lived in a sheet he filled in every day: what he bought, what he sold and why. It worked, but it depended on his time and did not scale. He asked for three things: that the method run on its own, that he could test it in other markets before risking capital, and that nobody else could access its logic. And the sheet had no formulas at all: the rules existed only in his head.

  2. 02 · What we did

    First we understood the method better than the sheet did.

    A custom reader rebuilt every position from open to close, we compared what the investor said he did with what he actually did and documented each rule with the data that proves it, reconciling with his own totals. On top of that we built a pure decision core, with no database or network, used by both daily operations and the simulator: what gets tested is exactly what runs. Anything that depends on the investor's judgement was not invented as a rule: the system detects it, proposes it and leaves him the final word. Above it sits a dashboard that replaces the sheet (the day's plan with the reason for each decision, portfolio, real broker executions, exportable history and a configurable basket), a market watcher that only alerts and never trades, and a backtesting lab with commissions, country specific taxes and dividends, always compared with buy and hold. Security was a first class requirement: mandatory two factor authentication, server managed sessions, a strict content policy, lockout after repeated attempts and an attack suite that runs after every change. The algorithm never leaves the client's machine.

How it comes together

Data reverse engineering
Custom development
Backtesting
Cybersecurity
Product design
Outcome0

Inside the project

ARCADO login screen, a disciplined investment system, with the logo redrawn in vector and access by password and authenticator app code

Measurable results

0FA
Locked down access
Password and one time code, lockout after five attempts
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Rules engine
The same for live operations and the simulator
Matches
The real history
The rebuild reconciles with the client's totals
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Browser dependencies
Smaller attack surface and instant loading

Services used on this project

Tech stack used

  • Python
  • FastAPI
  • SQLite
  • Jinja
  • SVG
  • JavaScript

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