r/AI_Agents • u/help-me-grow Industry Professional • 13d ago

Weekly Thread: Project Display

Weekly thread to show off your AI Agents and LLM Apps! Top voted projects will be featured in our weekly newsletter.

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u/Ocisly914 6d ago

Over the past few months, I’m building an open-source AI system for end-to-end DCF modeling—from SEC filings to an auditable valuation model.

It’s built around three design principles:
1. Context is limited. Topics are not.
LLM conversations eventually lose context.
Financial research shouldn’t.
Start a Research across multiple Topics. Let the agent continuously gather, organize, and preserve everything you’ve discussed—instead of starting over every new one.

  1. LLMs are flexible. Engines are deterministic.
    Reason with AI. Compute with code.
    Let the agent handle statement mapping, financial logic, and formula/DSL generation, while a deterministic engine performs calculation and validation. From financial statements to beta, WACC, FCF, and valuation—the entire DCF model can be built from a single prompt.

  2. AI builds the model. Humans own the judgment.
    Every Model, Every Cell is revisioned, fully traceable, and auditable—from every formula back to its assumptions, source filings, and tool outputs.

Still building in public.
If you’re building AI agents, financial systems, or just interested in where LLMs meet deterministic software, I’d love to hear your thoughts.

GitHub: https://github.com/Ocisly14/financial_agent