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Dan Petrovic

@dejanseo.bsky.social
510 followers 162 following 274 posts

DEJAN - The AI Influence agency.

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Dan Petrovic @dejanseo.bsky.social · 01/10/2026
Never underestimate Google. dejan.ai/blog/gemini4-maae Until now, autonomous AI agents have struggled with long, complex tasks. When running workflows over several hours, they often lose track of instructions, distort facts, or go off on irrelevant tangents. Argon promises to fix that.
dejan.ai
Gemini 4 Argon - One Step Closer to 'Model as an Employee' Paradigm
Google's Gemini 4 Argon introduces a 1-million-token output limit to support long-horizon autonomous tasks, enterprise benchmarks, and complex code migrations.
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Dan Petrovic @dejanseo.bsky.social · 24/09/2026
If this tech goes live there will be no text fanouts for us to access but direct fanout vectors used for semantic document retrieval in the background. I reproduced the paper, trained the model and made it work for real. Details: dejan.ai/blog/fanout-...
dejan.ai
Fanout Vectors
An analysis and reproduction of Google's query fanout research, demonstrating how vector-based diffusion models could replace text fanouts for faster search.
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Dan Petrovic @dejanseo.bsky.social · 20/09/2026
If you do AI SEO, then it's good to be aware of Google's AI Mode system internals: dejan.ai/blog/ai-mode...
dejan.ai
AI Mode Tags: FollowUp, Generate, Layout, Entity List and @prompt_leaks.ignore
Explore the core AI mode tags used
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Dan Petrovic @dejanseo.bsky.social · 18/09/2026
Gemini 3.8 Flash proves more stabile, predictable and deterministic when it comes to brand, product and service recommendations than its predecessors. dejan.ai/flux/
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Dan Petrovic @dejanseo.bsky.social · 17/09/2026
3 & 4 November 2026 serpconf.com/vienna/
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Dan Petrovic @dejanseo.bsky.social · 16/09/2026
dejan.ai/blog/fanout2/
dejan.ai
Fanout V2: From Paraphrastic Collapse to Complementary Set
Google Research introduced R4T, an RL-trained diffusion retriever that optimizes fan-out query sets for diversity and speed, achieving up to 20x latency speedups.
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Dan Petrovic @dejanseo.bsky.social · 08/09/2026
dejan.ai/blog/llm-con...
dejan.ai
AI Influence With Confidence Threshold Manipulation
A study reveals that language model abstention is governed by a single internal confidence signal that outranks question difficulty and fact retrievability.
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Dan Petrovic @dejanseo.bsky.social · 04/09/2026
openai.com/index/gpt-6-...
openai.com
GPT-6 Astra: A new generation of intelligence
Introducing GPT-6 Astra, our most intelligent and aligned model yet, with state-of-the-art capabilities across computer use, coding, cybersecurity, and science.
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Dan Petrovic @dejanseo.bsky.social · 01/09/2026
The blueprint for AI was made back in 1955, and we're almost there with a few things to go still such as self-improvement, world models and embodied intelligence with sensory input data. Take a looksie: dejan.ai/blog/1955
dejan.ai
How did the 1955 plan for AI go? Surprisingly well!
This page compares the 1955 Dartmouth artificial intelligence proposal with the public record of AI capabilities and world models as of 2026.
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Dan Petrovic @dejanseo.bsky.social · 31/08/2026
If you ever run out of coding quota just get Gmail to do it for you for free: dejan.ai/blog/gmail-c...
dejan.ai
Your 'Gmail' can write code.
Gemini in Gmail drafted Python code to fine-tune a DeBERTa model for sentiment classification, complete with data loading, training loops, and evaluation.
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Dan Petrovic @dejanseo.bsky.social · 27/08/2026
Relax. Google won't penalize all AI generated content. dejan.ai/blog/ai-penalty
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Dan Petrovic @dejanseo.bsky.social · 25/08/2026
On request we added a download option for Page to Markdown extension: chromewebstore.google.com/detail/page-...
chromewebstore.google.com
Page to Markdown - Chrome Web Store
Copies the visible page content area as structured Markdown, following Chrome's Annotated Page Content design.
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Dan Petrovic @dejanseo.bsky.social · 23/08/2026
dejan.ai/blog/ox-alpha/
dejan.ai
Ox Alpha is GLM
Prompt injection and gzip-NCD compression analysis reveal that OX Alpha, a mysterious LLM on OpenRouter, is GLM developed by Z.ai.
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Dan Petrovic @dejanseo.bsky.social · 22/08/2026
If you're coding with Claude, you'll appreciate this. I do. dejan.ai/blog/introdu...
dejan.ai
Introducing the Dejan Chat Protocol
The DEJAN Chat Protocol is a response format that puts the answer in the first sentence and defers elaboration to the reader's explicit choice.
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Dan Petrovic @dejanseo.bsky.social · 22/08/2026
Click to copy the page you're on as Markdown. Content section as default and full page as an option. chromewebstore.google.com/detail/page-...
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Dan Petrovic @dejanseo.bsky.social · 20/08/2026
www.youtube.com/watch?v=roTP...
youtube.com
I Asked a 15-Year SEO Veteran How to Rank in ChatGPT | Dan Petrovic (DEJAN AI)
YouTube video by Ahrefs Podcast
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Dan Petrovic @dejanseo.bsky.social · 17/08/2026
I used to believe that when a model hallucinates a fact about a brand, it simply lacks that knowledge in its training data and fills the blank with the next most probable tokens. On the weekend I learned that this isn't always the case. dejan.ai/blog/paramet...
dejan.ai
AI Models Encode Brand Data but Fail to Recall a Third of It
Google Research found frontier AI models encode 95-98% of brand facts in parametric memory but fail to recall 26-34% of them. The bottleneck is retrieval, not storage.
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Dan Petrovic @dejanseo.bsky.social · 15/08/2026
play with dejan.ai/gemma for some fun weekend learning
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Dan Petrovic @dejanseo.bsky.social · 15/08/2026
dejan.ai/blog/crawler...
dejan.ai
Google, Anthropic and OpenAI crawlers fetched dejan.ai's robots.txt 1,150 times and its llms.txt 4 times in 30 days
In a 30-day server-log census of dejan.ai's three machine files, the big-three AI crawlers fetched robots.txt 1,150 times combined, llms.txt 4 times, and the OKF content bundle 23 times.
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Dan Petrovic @dejanseo.bsky.social · 14/08/2026
dejan.ai/blog/gemma-g...
dejan.ai
A free 300M model predicts Gemini's embeddings at 0.83 cosine
Mapping Gemma embeddings to Gemini embeddings via a linear transform recovers entity vector structures with high fidelity without calling the paid API.
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Dan Petrovic @dejanseo.bsky.social · 13/08/2026
Inorganic Link Detection Algorithm Let us catch your bad links before Google does. dejan.ai/tools/penguin Enter a URL or paste an article that links to you. We'll tell you if we spot a manipulative SEO link on it. If our tool flags your link, so will Google.
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Dan Petrovic @dejanseo.bsky.social · 12/08/2026
Mechanistic behaviour influence on Google's Gemma: dejan.ai/blog/gemma-n... We are DEJAN - The AI Influence agency.
dejan.ai
Mechanistic Interpretability of Google's Gemma - Safety and Personality Insights
Modifying specific self-attention layers in the Gemma language model alters its self-identity and safety responses, blurring real-world harm with video games.
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Dan Petrovic @dejanseo.bsky.social · 08/08/2026
I've always wondered exactly how much of Gemini is inside Gemma. Using mechanistic interpretability methods I made a surprising and delightful discovery. Bard still lives as a latent identity inside Gemma 4: dejan.ai/blog/bard-ge...
dejan.ai
Finding Bard Inside Google's Gemma 4
A mechanistic interpretability study shows how ablating specific MLP neurons in Gemma 4 causes the model to revert to its older, dormant Bard identity.
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Dan Petrovic @dejanseo.bsky.social · 04/08/2026
dejan.ai/tools/brand-... Name a brand or a website and Google's model writes ten reviews of the kind it met during training, each tagged positive, neutral or negative. The reviews are synthetic and reflect what the model has absorbed about the name and what words it reaches for when asked.
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Dan Petrovic @dejanseo.bsky.social · 04/08/2026
We wanted to know whether Explorative Modeling helps a text diffusion model, so we built one and tried it: dejan.ai/blog/xm/
dejan.ai
XM on text diffusion: worse likelihood, better low-step sampling
An evaluation of Explorative Modeling in a 115M-parameter text diffusion model, comparing generation perplexity and likelihood against a time-matched baseline.
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Dan Petrovic @dejanseo.bsky.social · 03/08/2026
TreeWalker is a standard part of our AI SEO workflow. It provides deep mechanistic view into Gemini's website perception. Try it here: dejan.ai/tools/treewa...
dejan.ai
Tree Walker — What Google Thinks Your Business Sells
Enter a website and see what Google's model believes that business offers, how confident it is in every word, and what it nearly said instead.
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Dan Petrovic @dejanseo.bsky.social · 02/08/2026
Is your writing fluff or substance? dejan.ai/tools/fluff
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Dan Petrovic @dejanseo.bsky.social · 02/08/2026
Brand relevance tool now updated to use the latest production models: dejan.ai/brand-relevance
dejan.ai
Brand Relevance
If your page was one of the search results supplied to Google’s AI, would it be selected as one of the grounding sources in its final response? Find out how relevant your website is for any query in G
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Dan Petrovic @dejanseo.bsky.social · 31/07/2026
dejan.ai/blog/ai-vs-h...
dejan.ai
Readers spot AI writing 64% of the time: the first 1,636 answers from the AI vs Human test
First results from the dejan.ai AI vs Human test: 1,636 answers, 64% correct overall, 18 perfect rounds against 0.14 expected from guessing, and accuracy rising from 55% to 75% with reading time.
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Dan Petrovic @dejanseo.bsky.social · 30/07/2026
One text is human, one is AI. Can you tell them apart? dejan.ai/ai-vs-human/
dejan.ai
AI vs Human Writing Test
Ten news stories, each written twice: once by a person, once rewritten by a language model. Pick the machine. Your score is saved to an address you can share.
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Dan Petrovic @dejanseo.bsky.social · 23/07/2026
dejan.ai/blog/agi-chi...
dejan.ai
2037. AGI. China probably.
An exploration of DeepSeek founder Liang Wenfeng's strategy of deliberate restraint, continual learning, and open weights in the race toward AGI.
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Dan Petrovic @dejanseo.bsky.social · 21/07/2026
No, AI doesn't prefer Reddit. Search does. dejan.ai/blog/reddit-ai Analysis of citation mining data shows Reddit has a 99.39% rejection rate from OpenAI, zero citations from Anthropic, and heavy usage by Google.
dejan.ai
No, AI doesn't prefer Reddit. Search does.
Analysis of citation mining data shows Reddit has a 99.39% rejection rate from OpenAI, zero citations from Anthropic, and heavy usage by Google.
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Dan Petrovic @dejanseo.bsky.social · 17/07/2026
AI Flux now shows deltas from grounded model probes only. Volatility includes Google, Anthropic and OpenAI: dejan.ai/flux/
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Dan Petrovic @dejanseo.bsky.social · 13/07/2026
DEJAN AI team has obtained Brave's AI Search system instructions revealing its inner workings in detail. Details, comments and audio: dejan.ai/blog/brave-a...
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Dan Petrovic @dejanseo.bsky.social · 12/07/2026
Seth Godin told us to be remarkable. Be the purple cow, the one thing in the field worth slowing the car for. But guess what marketers? Our audience is now in an autonomous vehicle, dopamine scrolling while AI holds the wheel. Details and comments on: dejan.ai/blog/average...
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Dan Petrovic @dejanseo.bsky.social · 09/07/2026
Advertising new capability and looking for clients in online retail space who want to be the first to test drive our algorithmic image optimization engine. Details: dejan.ai/blog/ecommer... Enquiries: dejan.ai/call/
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Dan Petrovic @dejanseo.bsky.social · 05/07/2026
Today we're releasing a new language for our Dutch speaking friends. This model is a link expert and is able to predict human behaviour. Specifically when supplied plain text, it can predict where a human will place a link. Comments, ideas, questions and feedback: dejan.ai/blog/linkjeb...
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Dan Petrovic @dejanseo.bsky.social · 05/07/2026
The precise and replicated node ID mechanism Chrome's Page Content Agent uses to deconstruct and feed page context to Gemini in AI Mode. Questions, comments, ideas and feedback only via: dejan.ai/blog/chrome-...
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Dan Petrovic @dejanseo.bsky.social · 03/07/2026
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Dan Petrovic @dejanseo.bsky.social · 03/07/2026
The collapse of the web's economic model due to AI is addressed through the Content Attribution Payment Scheme, a framework for micropayments and grounding. dejan.ai/blog/caps/
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Dan Petrovic @dejanseo.bsky.social · 02/07/2026
This research presents a methodology for quantifying brand authority in large language model memory using Personalized PageRank and directed association graphs: dejan.ai/blog/brands/
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Dan Petrovic @dejanseo.bsky.social · 01/07/2026
Google Cloud's Open Knowledge Format is an open, vendor-neutral way to package the context AI systems need, as plain markdown files any model or agent can read: dejan.ai/blog/the-ope...
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Dan Petrovic @dejanseo.bsky.social · 30/06/2026
When an AI answers about your brand from memory, generative self-retrieval decides whether it recalls you correctly or invents a plausible wrong answer: dejan.ai/blog/generat...
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Dan Petrovic @dejanseo.bsky.social · 25/05/2026
Our algorithmic content optimization engine is graduating from labs to production. Optimizer is now available to all our AI SEO clients. If you've had enough of audits, decks and dashboards and want to do some genuinely cutting-edge AI SEO, ping me and we'll set up a demo. dejan.ai/optimizer
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Dan Petrovic @dejanseo.bsky.social · 17/05/2026
My most ambitious work yet. Mapping the emotional geometry of Google's AI model using mechanistic interpretability and model steering principles. Post: dejan.ai/blog/emotion... Data Exploration: dejan.ai/emotions/ Paper: dejan.ai/emotions/pap... Code, Vectors, Data: huggingface.co/dejanseo/gem...
dejan.ai
Emotion Geometry of Google’s AI Models
Replicating Anthropic’s emotion vector research on Google’s Gemma 4 31B model. In April 2026, Anthropic published a fascinating paper showing that Claude contains 171 internal representations of emoti...
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Dan Petrovic @dejanseo.bsky.social · 22/03/2026
Clickbait Titles Exploit Attention Through Latent Entities dejan.ai/blog/latent-entities Every clickbait title works the same way: it removes exactly one critical variable: the subject, the reason, the process, or the outcome, and charges you a click to fill the blank.
dejan.ai
Clickbait Titles Exploit Attention Through Latent Entities
Every clickbait title works the same way: it removes exactly one critical variable: the subject, the reason, the process, or the outcome, and charges you a click to fill the blank. This missing variab...
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Dan Petrovic @dejanseo.bsky.social · 18/03/2026
dejan.ai/tools/revers...
dejan.ai
Reverse Prompter by DEJAN
Reverse-engineer the most likely prompts from any AI-generated text. Powered by a fine-tuned language model that reconstructs prompts ranked by confidence.
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Dan Petrovic @dejanseo.bsky.social · 12/03/2026
Today we're releasing a new search volume classifier for eCommerce queries. Demo: dejan.ai/tools/e-volu... This demo is powered by our deep learning model trained on 39.6 million unique queries from the Amazon Shopping Queries dataset spanning 395.5 million search sessions.
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Dan Petrovic @dejanseo.bsky.social · 12/03/2026
Is Query Length a Reliable Predictor of Search Volume? dejan.ai/blog/query-l... The answer is no and this study explains why...
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Dan Petrovic @dejanseo.bsky.social · 10/03/2026
Updated: gs.dejan.ai New: Add your own page to see which parts of it will ground AI for a specific query. Add multiple queries. Much faster.
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