AI financial analyst

devamahesh198 — Wed, 28 Oct 2026 23:19:11 +0000

Building an Autonomous AI Financial Analyst with Python and Tool Orchestration

devamahesh198 — Wed, 28 Oct 2026 23:13:17 +0000

Hey everyone! It's my first post, so this is fun. I've been building a pipeline for a project I really want to start. On the surface, it's basically a Financial Analyst for myself. What I am really trying to do is push it to be as accurate as it can be through systems development. So this is the current pipeline by far:

Input the top 50 stocks of the S&P ->

Filter stocks ( process still in design ) ->

Pass all filtered stocks (if any) to Haiku ->

Filter again using qualitative data such as news and market trends ->

Stock data can be discarded, saved in a JSON file as potentially useful, or passed along ->

Pass all filtered stocks and qualitative data (if any) to a more powerful model (Sonnet or higher) ->

Use all provided data, including pattern records from the backtesting stage, to output a clear decision with a reason ->

Pass the output to another model for critiquing. If the critique would be minor, skip. Otherwise, return the critique to the previous model to revise and repeat ->

Replicate the decision in paper trading during backtesting to record performance results ->

Pass the results to an AI model to output an explanation for why this happened, along with a confidence rating (which can also be passed back into the model for a quick critique pass) ->

Record the explanation and result permanently in a JSON file ->

If the same result occurs several times and the explanation is similar, pass the data back to Sonnet to modify the core strategy.

I'm also planning to add a backtesting mechanic that uses all of the data to search for correlations between two variables, test them across several historical periods, log them if they're consistent, and forward-test them in the current market until they're fully validated as a usable pattern for the current model.

Can you list all of your suggestions and critiques? Try being helpful, not rude, etc.

DEV Community: devamahesh198

AI financial analyst

Building an Autonomous AI Financial Analyst with Python and Tool Orchestration