---
title: "Discussion on \"Building PH News Pulse: OpenSpec Bias Lens, Sentiment, and Drift in One Next.js Stack\" | Hashnode"
description: "Discussion on \"Building PH News Pulse: OpenSpec Bias Lens, Sentiment, and Drift in One Next.js Stack\". A monorepo sprint — schema-first news analysis, keyword + optional LLM scoring, and charts that update themselves."
url: "https://hashnode.com/posts/building-ph-news-pulse-openspec-bias-lens-sentiment-and-drift-in-one-nextjs-stack/69d4842970ab39319ad1b6cb"
---

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Discussion

# [Building PH News Pulse: OpenSpec Bias Lens, Sentiment, and Drift in One Next.js Stack](https://myaijourneydaveyous07.hashnode.dev/building-ph-news-pulse-openspec-bias-lens-sentiment-and-drift-in-one-nextjs-stack?utm_source=hashnode&utm_medium=feed)

A monorepo sprint — schema-first news analysis, keyword + optional LLM scoring, and charts that update themselves.

Apr 7 · 2 min read · myaijourneydaveyous07.hashnode.dev  
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-   [#typescript](https://hashnode.com/tag/typescript)
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