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Friday, 16 October 2026 Reading Room

Tech

From JSON to the Cloud: An AI Dashboard with Streamlit and GitHub Actions

Elegir un modelo de inteligencia artificial para procesar documentos implica responder tres preguntas: ¿qué tan bien resuelve la tarea?, ¿cuánto cuesta? y ¿cuánto tarda? Para explorar esas decisiones desarrollé ModelScope AI , un dashboard con Python, Streamlit y Plotly. La aplicación compara resultados de modelos dentro de una misma tarea, idioma y formato de entrada. Enlaces del proyecto Código…

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dev.to ·

A developer has created ModelScope AI, a dashboard that compares the performance of artificial intelligence models in processing documents. The dashboard, built with Python, Streamlit, and Plotly, allows users to evaluate models based on accuracy, cost, and response time for specific tasks, languages, and input formats. The dashboard uses data from ModelVerdict, a public JSON dataset that provides results for tasks such as invoice extraction, email classification, and document summarization.

The developer has made the code and deployed application publicly available on GitHub and Streamlit Community Cloud.

Written by urgent.news from Dev.to's report — not a translation of it. Machine-written — may contain errors; check the original before relying on it.

Also reported by 1 other outlet

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Miss the fall deadline and your cold email loses the whole winter: a snow-removal example

Some cold emails don't just get ignored. They arrive after the buyer has already decided, and then the answer is "no" for a full year, no matter how good the email was.

  • Sending cold emails after buyer's winter vendor decision results in firm "no" for the year
  • Focus email on buyer's specific pain points, like delayed snow clearing complaints
  • Subject line should grab attention with a yes/no question about current vendor status

·dev.to

Travel Planner Retrieval Design with Bounded Access Rules and Source Citations

Short answer: a travel itinerary planner needs a staged retrieval architecture with bounded access rules and source context attached to every answer.

  • Travel itinerary planner needs retrieval system with strict access rules and source citations.
  • Verify freshness of web-backed context with fetch timestamp and source revision.

·dev.to

My Global Hack Week Recap: Cursor, Grok and a Few Tiny Apps

Last week I took part in MLH's Global Hack Week as part of Hacktoberfest 2026. I had one week, a healing ankle, and a goal of finishing my Hacktoberfest sticker book.

  • Author completed small projects during MLH Global Hack Week
  • Developed Game Day Glance, Cursor benchmarking, and Grok Bot
  • Learned effectiveness of small apps and model comparison

·dev.to

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