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Building a Real-Time Financial Sentiment API: Handling Noise and LLM Hallucinations

Financial markets move faster than human cognition. A geopolitical headline can trigger automated oil liquidations within milliseconds. A single earnings report can wipe out a company’s valuation before a retail trader finishes reading the first paragraph. I set out to build a production-grade system that could automatically ingest unstructured global financial news feeds, parse the entities affected, determine the sentiment polarity, and expose the results as machine-readable market signals. Th

aiapinews
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ExternalSoftware Engineering
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Tokyo Transit: How MCP Helped Me Fix a Broken Multi-Agent System

This is a submission for the GitHub Finish-Up-A-Thon Challenge Tokyo’s train system is incredible—but it can also be overwhelming. Multiple rail operators, dense transfer stations, and complicated route decisions make even simple trips confusing, especially for visitors. There are already transit apps out there, but most still feel static. They give information, but they don’t really reason through the trip experience. Some even lock basic features behind paywalls. That pushed me to build someth

devchallengegithubchallengedevjournal
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ExternalSoftware Engineering
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Try the Tech Radar #2 — Markdown Typst Converter (Typst's Syntax Is Closer to Markdown Than LaTeX)

Thoughtworks Technology Radar Vol 34 put Typst in the Trial ring. It's the modern typesetting language people are jumping to from LaTeX, partly because compile times are milliseconds instead of seconds. The thing that's not obvious from the docs is how much your existing Markdown carries over: Typst's surface syntax is closer to Markdown than to LaTeX. To make that concrete, I wrote a 500-line vanilla JS converter that takes Markdown and prints the Typst equivalent. 🌐 Demo: https://sen.ltd/port

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