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The week's question
In March 2025, in the thread "Re: OT, out", Umm asked the members: "Do you think it is because America is made up of magical soil that makes businesses based in America magically profitable?" This week it is put to everyone again. The button below opens the small thread re-asking it - read what others have said so far, then give your own answer as an ordinary reply.
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Investment Strategies / Mechanical Investing
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Author: lizgdal ✶☼  😊 😞
Number: of 6243 
Subject: Re: MI development of an AI agent
Date: 09/29/26 4:36 PM
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No. of Recommendations: 4
musselmant wrote: "First make Portfolio123 prove that it can recreate one of our known strategies.
Use:
Historical Nasdaq-100
→ 9-month momentum Top30
→ PHL rank + 0.15 × EOM126 rank
→ Top5
→ SPY > SMA325
→ monthly rebalance."

P123 has API limits, and so defining a workflow to manage the data is useful. Timing (e.g. SPY > SMA325) drops data points, and so could be applied separately (to avoid losing data).

For example:
1. Generate screens. Store as text file.
2. Download daily portfolio values for each screen. Store in Excel.
3. Apply timing rules in Excel. (e.g. SPY > SMA325)

=== link ===
"One concrete cost of the tight API-credit allowance: my AI used up all 10,000 API credits included with Ultimate in just several days. Now it has to click through P123 screens with browser automation instead of using my API key."
community.portfolio123.com - Upcoming pricing updates consistent discounts easier access
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Members reply directly to lizgdal here — and replies get answered. Reading is free; so is joining the conversation. Join Shrewd'm »
This community has written 6,227 posts about Mechanical Investing. The article-length ones it recommended most:
Dividend investing · 52 recs · 2025
Non-Mag7 screen · 34 recs · 2025
OT - Div yields and returns · 32 recs · 2024
Using AI to generate backtesting programs · 30 recs · 2025
Rankings for 19Dec2022 · 29 recs · 2022
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