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AI companies turn to old books for training data to avoid model collapse

A company called ISBNdb is positioning old, printed books as a superior source of training data for AI models. They argue that books offer curated, peer-reviewed human knowledge that web crawls cannot replicate, and importantly, are free from the "AI slop" of AI-generated text that could lead to model collapse. ISBNdb also notes that authors can actively sabotage AI models by intentionally producing flawed content. AI

IMPACT Highlights a novel data sourcing strategy for AI training, potentially impacting data acquisition and model quality.

RANK_REASON Article discusses a trend and a company's offering related to AI training data, but does not announce a new model or research.

Read on Mastodon — fosstodon.org →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI companies turn to old books for training data to avoid model collapse

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Commentary
Article discusses a trend and a company's offering related to AI training data, but does not announce a new model or research.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
model release, infra
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
79 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    “As AI companies search for more training data to improve their models, one company is offering old, printed books as an ideal source because they are guarantee

    “As AI companies search for more training data to improve their models, one company is offering old, printed books as an ideal source because they are guaranteed to be free of the very AI slop AI companies are producing. “The world's best AI training data is sitting on a shelf,” …