Pedro Dias ⚡️

@dias.social

AI & Search Findability Architect | Technical SEO Product Manager › Consultant @visively.com › More https://pedro.dias.social/

@dias.social A great article by Pedro Dias. While other articles and commentary about "model collapse" theory usually focus on the long-term degradation of base LLMs during training, Pedro shows how this phenomenon is happening in real-time systems. theinference.io/p/the-ourobo...

The Ouroboros Learned to Cite Itself

Everyone’s been watching the wrong pipe. The synthetic content is already in the retrieval layer, and the answer engines are laundering it as fact.

theinference.io

Model collapse was supposed to be a training problem. Something slow. Something that unfolds across generations of models. Something researchers could warn about in papers while everyone kept shipping. That's not what's happening. New on The Inference: theinference.io/p/the-ourobo...

The Ouroboros Learned to Cite Itself

Everyone’s been watching the wrong pipe. The synthetic content is already in the retrieval layer, and the answer engines are laundering it as fact.

theinference.io

Model collapse was supposed to be a training problem. Something slow. Something that unfolds across generations of models. Something researchers could warn about in papers while everyone kept shipping. That's not what's happening. New on The Inference: theinference.io/p/the-ourobo...

The Ouroboros Learned to Cite Itself

Everyone’s been watching the wrong pipe. The synthetic content is already in the retrieval layer, and the answer engines are laundering it as fact.

theinference.io

Dear Google, Been increasingly seeing cases of blatant pure spam an entry-level analyst would be able to spot. What happened to the years of spam fighting knowledge and industry patrolling documentation? Please fix it.

I've been finding myself "forgetting" about ChatGPT for quite some time now. My immediate go-to models have been Claude (work and code) and Gemini (all rounder).

🚨 New article: AI Crawlers and Access Control: Managing Bot Access for Training, Retrieval, and Search 🤖 Training crawlers (e.g., GPTBot) 🔎 Retrieval crawlers (e.g., ChatGPT-User) Distinguish between the two. visively.com/kb/ai/ai-cra...

AI Crawlers and Access Control: Managing Bot Access for Training, Retrieval, and Search | Visively

How to manage access for AI training versus retrieval crawlers, from robots.txt to edge-layer enforcement and licensing signals.

visively.com