Local-LLM News Classification

RSS + local model + deterministic rules to filter a noisy news stream.

PythonOllamaLLMRSS

BOT NEWS CRYPTO

Context

A noisy RSS feed needed automated classification.

Manual filtering did not scale and a paid cloud API was not desirable.

Python pipeline, Ollama and deterministic rules, followed by several weeks of forward testing.

For some classification tasks, a small local model plus rules is enough.

Under the hood

Architecture, constraints, deliverables and real impact.

01 Python

02 Ollama

03 LLM

04 RSS

For some classification tasks, a small local model plus rules is enough.

Designed for real-world use

I start from the problem and business flow, then aim for an observable, testable and maintainable solution rather than a demo effect.