Pedro Dias ⚡️
@dias.social
AI & Search Findability Architect | Technical SEO Product Manager › Consultant @visively.com › More https://pedro.dias.social/
Three independent sources said the same thing: the GEO playbook doesn't work. The frameworks keep selling. New on The Inference: Mt Stupid has a pricing page. 🔗👇🏻 open.substack.com/pub/theinfer...
Mt stupid Has a Pricing Page
The closer you get to the model, the less confident you have to be. The further out you sit, the more you can charge for certainty.
open.substack.com
Three independent sources said the same thing: the GEO playbook doesn't work. The frameworks keep selling. New on The Inference: Mt Stupid has a pricing page. 🔗👇🏻 open.substack.com/pub/theinfer...
Mt stupid Has a Pricing Page
The closer you get to the model, the less confident you have to be. The further out you sit, the more you can charge for certainty.
open.substack.com
From where I stand, Google seems pretty much to have given up on spam fighting. And in retrospective, that's really sad :(
"Ensures AI engines can parse and connect your content." That's the SaaS pitch for 'Technical GEO.' Schema. Structured data. Clean architecture. Ensures. LLMs were built to read unstructured language. There's nothing to ensure. Read on The Inference: theinference.io/p/the-whole-...
The Whole Point Was the Mess
LLMs read unstructured language by design. The GEO/AEO playbook is SEO best practices repackaged as novelty.
theinference.io
Why is SEO still treated as dark magic in 2026? The "dark art" reputation isn't a perception problem. It's a filing error that compounded for two decades. New piece on The Inference: why the room SEO is sitting in was always the wrong one. theinference.io/p/filed-unde...
Filed Under Marketing. Sitting in the wrong room.
SEO's "dark art" reputation isn't a perception problem. It's a twenty-year filing error.
theinference.io
@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
XML Sitemap Architecture for Monitoring Large-Scale Indexing - via @visively.com & @dias.social #seo
XML Sitemap Architecture for Monitoring Large-Scale Indexing | Visively
How to structure XML sitemaps for meaningful indexing insights, using content-type segmentation and hierarchical indexes.
visively.com
Internal links serve four functions: crawl discovery, equity distribution, topical signalling, user engagement. Most sites optimise for one while degrading the others. New article on the Visively KB ↓ visively.com/kb/content/i...
Internal Linking Architecture: Equity Flow, Link Placement, and Scalable Patterns | Visively
How internal links distribute ranking signals, influence crawl prioritisation, and shape topical relevance. Includes frameworks for diagnosis and intervention at scale.
visively.com
I'm not the most technical SEO ok I'm not technical at all but this helped make a lot of sense on actionable things I should be looking out for and you should too regarding AI crawlers and indexing
AI Crawlers and JavaScript: Why LLMs Can't See Your Client-Rendered Content visively.com/kb/ai/ai-cra...
Google: this page I found on your site... I'm going to play with it. Drop it out of the index once in a while Also Google: Oh! I'm gonna rank this old-school blatant spam like there's no tomorrow
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.
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.
AI Crawlers and JavaScript: Why LLMs Can't See Your Client-Rendered Content visively.com/kb/ai/ai-cra...
AI Crawlers and JavaScript: Why LLMs Can't See Your Client-Rendered Content | Visively
How AI crawlers differ from Googlebot in JavaScript rendering, why client-side rendered content is invisible to ChatGPT, Claude, and Perplexity, and how to diagnose and fix visibility gaps.
visively.com
AI was supposed to free up your calendar. Instead you’re now doing your original job plus QA-ing the machine’s version of it. The time you saved was real. It just was never yours to keep. New piece on The Inference. theinference.io/p/ai-saved-y...
AI Saved You Time. Your Boss Noticed.
How efficiency gains became workload increases, and nobody adjusted the headcount.
theinference.io
New on Substack: Everyone says "We’re keeping seniors and automating junior work." But where do you think seniors come from? Seniority isn't a certification. It's scar tissue. We aren't innovating. We're burning the apprenticeship. open.substack.com/pub/theinfer...
The Competence Cliff
AI is automating the grunt work that made senior practitioners senior. Nobody's asking where the next generation of experts comes from.
open.substack.com
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
The traffic bargain was a lucky externality, not a contract. Nobody signed anything. AI systems don’t cite sources because they metabolise them. Asking for attribution is like asking someone to cite the conversations that shaped their personality. theinference.io/p/publishing...
Publishing Everything Is a Terrible Business Strategy
The traffic bargain was a lucky externality, not a contract. It's time to stop mourning it.
theinference.io
Dilemma: 🥳 - Publish a good technical guide today 😰 - Realise it'll become a "last year's" piece in 3 days
Wishing everyone a Merry Christmas 🎄🎅🏻 🎁 Desejando a todos um Feliz Natal
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