Data & Decision Science

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Research · Data & Decision Science

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The lead

Oct 17, 2026

Data & Decision ScienceRetraction WatchcontextOct 16, 2026

An agency selling journal authorship under the name 'Springer' goes offline after a Retraction Watch exposé

Retraction Watch reported on 16 October 2026 that the website of Springer Journals Online, an agency offering authorship slots in articles in exchange for payment, went offline four days after Retraction Watch published its investigation.

What it means for your work

Selling authorship corrupts the literature that AI systems and reviewers rely on, so citations tied to agencies like this need extra scrutiny.

△ vendor-claimed · retractionwatch.com · added todayRead it at retractionwatch.com

What today means

Our read on the items that move something. The reporting is everyone's; this part is ours.

  1. The adoption gap has closed but the gaps in frequency and trust have not, which matters for anyone designing AI products or training.Pew: men and women now use AI chatbots at similar rates, but men use them more oftenThe Data & Decision Science beat · Pew Research Center

  2. Workspace archives contain other people's messages and documents. Anyone whose data sits in a startup's tools now has a stake in what happens to it at shutdown.AI labs are buying the code and workspace data of shut-down startups to train modelsThe AI Product & Business Strategy beat · MIT Technology Review

  3. Decision models are being added to gateways and local runtimes fast; this is early independent evidence on where they are reliable and where they are not, especially for routing.Paired study finds hosted decision model Jev beats open-weight Laya on most agent decision pointsThe Data & Decision Science beat · arXiv

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All coverage

Everything Intel has read, newest first. Each title opens at its original publisher.

  1. Open Source & Self-Hostable

    Ollama adds decision models that return choices and probabilities instead of text

    Cheap, local single-pass classifiers can replace many small LLM calls in an agent, but check the independent evaluations before trusting them for routing.

    Ollama2026-09-29
  2. Open Source & Self-Hostable

    NVIDIA ships a 30B Nemotron for agent sub-tasks plus an open router that cuts cost to roughly a third of Opus 4.8

    The stated tradeoff is published rather than hidden — 21–58% cheaper for 6–28% less accurate is a decision a team can actually take per sub-task instead of per product.

    NVIDIA2026-08-11
  3. Open Source & Self-Hostable

    Open-weight models hit 29% of production AI traffic — on under 4% of the spend

    Production traffic says a big slice of the market already moved routine workloads to open-weight models — worth re-checking which of your workloads still need frontier prices.

    Vercel2026-07-13