StockIntellect Retrieval System
Turns financial/news URLs into a searchable retrieval memory for source-grounded question answering.
system visual
Protected or source media unavailable. Architecture preview used instead.
System Overview
RAG-style stock news research tool using URL ingestion, OpenAI embeddings, FAISS, and sourced answers.
Public system build.
Implementation Signals
System flow
A compact view of how inputs move through processing, orchestration, validation, and output.
Article URLs
Content Loader
Text Splitting
Embeddings
FAISS Index
Sourced Answer
Engineering decisions
Decision Record
Return answers with source URLs
Problem: Financial research systems need traceability.
Approach: Use retrieval and source URLs as part of the answer workflow.
Tradeoff: The answer quality depends on source quality and chunking.
Outcome: More transparent market/news research behavior.
Results / Learnings
Retrieval
README confirms OpenAI embeddings and FAISS indexing.
Output
Answers include source URLs.
Progressive depth
This page keeps the outcome and architecture visible first. Implementation stack, decisions, constraints, and media are available below so technical depth is opt-in rather than forced.
Adjacent systems
Protected Enterprise AI Systems
NDA-safe system patterns for enterprise document automation, review, compliance, retrieval, and AI workflow orchestration.
Disclosure: Generalized due to enterprise NDA.
OpenApply Bot Workflow Engine
AI-powered job application workflow with profile memory, answer generation, ATS handling, and browser automation.
Capability: README-backed bulk application dispatch from selected jobs.
Open