Every source, one graph · LinkedIn first · 2016 to 2026
Venkata Pagadala - Universe
Everything I share, mapped as one knowledge graph: 10 areas, 45 topics and 16 subtopics, plus the names that recur (conferences, companies, products and people). LinkedIn is the first source: 923 posts with their engagement, 8 articles in full, and 489 images, videos and documents from posts, articles and comments. My website, Substack, YouTube and more join next. Search it, browse the topics in the sidebar, or follow one to its page.
Follow along on LinkedIn. Private messages and anything with personal details are not part of the Universe.
Posts
923
Articles
8
Videos
114
Topics
45
The Universe, in 3D
How to fly · every post a star around one core; the nearest posts pop up as images. Pick a level (L1 area, L2 topic, L3 subtopic, L4 post), or hover a star to lock on and click a sector or a topic to fly in; click a card, a star or the locked target to open it. Esc goes back. The cards below list everything.
Post · 3:35LinkedIn · Oct 15, 2026
Updates Oct 14 2026: Podcasts & Webinars
43 reactions · 4 comments
Events and speaking › My talks, podcasts and interviews
Post · 4:20LinkedIn · Oct 13, 2026
Junk × (AI or human) × (1 page or 10,000) = Junk
30 reactions · 6 comments
AI and LLMs › Content AI
ImageLinkedIn · Oct 13, 2026
"The Hadal Report" private newsletter registration confirmed, 5/50 subscribers
Marketing and content › LinkedIn, social media and newsletters
Post · 4:50LinkedIn · Oct 9, 2026
ChatGPT 6 Vs ChatGPT 5.6: Retrieval Difference
47 reactions · 9 comments
AI search (GEO and AEO) › AI search engines and citations
PostLinkedIn · Oct 5, 2026
October 2026 reading: Answer Engine Optimization by Rodrigo Stockebrand and Ontology Pipeline by...
56 reactions · 10 comments
Career and learning › Books and reading
Post · 5:57LinkedIn · Oct 1, 2026
Return of Investment From AI [ Extremely happy to share ]
41 reactions · 6 comments
AI search (GEO and AEO) › AI search engines and citations
ImageLinkedIn · Oct 1, 2026
Venkata's brightonSEO slide "Keyword vs Conversation" in a slide viewer
Events and speaking › brightonSEO
PostLinkedIn · Sep 29, 2026
One: LinkedIn Milestone 20,000: Thank You everyone, I will ensure to share research and finding
82 reactions · 13 comments
Marketing and content › LinkedIn, social media and newsletters
Post · 0:55LinkedIn · Sep 28, 2026
One of my next research on SERP's at scale include Ai overviews & mentions
38 reactions · 3 comments
SEO and search › Google Search features and SERPs
Post · 1:22LinkedIn · Sep 28, 2026
Thank you to each and every one who supported me at brightonSEO:
105 reactions · 19 comments
Events and speaking › brightonSEO
Post · 0:29LinkedIn · Sep 23, 2026
Thanks for mention Ansvisor & Cihan Geyik
48 reactions · 6 comments
Career and learning › Awards and recognition
ImageLinkedIn · Sep 23, 2026
Venkata presenting on brightonSEO San Diego stage (profile banner)
Events and speaking › brightonSEO
ImageLinkedIn · Sep 23, 2026
Venkata speaking at brightonSEO San Diego Track 1, full-size banner
Events and speaking › brightonSEO
PostLinkedIn · Sep 22, 2026
Next Talk: The Free Coalition (Formerly The FCDC), Thanks for inviting chima mmeje🏳️🌈
87 reactions · 11 comments
Events and speaking › My talks, podcasts and interviews
Post · 15:00LinkedIn · Sep 17, 2026
brightonSEO - 2026 San Diego, USA
95 reactions · 27 comments
Events and speaking › brightonSEO
ImageLinkedIn · Sep 17, 2026
Venkata with lanyard in front of brightonSEO sponsor wall
Events and speaking › brightonSEO
Post · 0:50LinkedIn · Sep 15, 2026
TODAY is special day: It’s beyond what I can express, It’s one of the best opportunity to say...
212 reactions · 79 comments
Events and speaking › brightonSEO
Post · 4:07LinkedIn · Sep 10, 2026
Search volume is a direction, not a strategy.
75 reactions · 10 comments
SEO and search › Keyword research and intent
- Post
New SERP Feature - Cited Sources. Example: - Query: "stripe acquisition of openrouter". - Sources: The New York Times " Highly Cited". [ Edit ] - This is a old SERP element, showing up in...
LinkedIn · Sep 3, 2026
New SERP Feature - Cited Sources
115 reactions · 14 comments
SEO and search › Google Search features and SERPs
PostLinkedIn · Sep 3, 2026
NVIDIA to Acquire Hugging Face for $12.93 Billion
25 reactions · 3 comments
Tech and industry news › Big tech and AI industry
- Post
ChatGPT is down.
LinkedIn · Sep 3, 2026
ChatGPT is down.
14 reactions · 7 comments
AI and LLMs › LLMs and AI assistants
PostLinkedIn · Sep 2, 2026
When you MAX the Claude Max with agents.
30 reactions · 1 comments
AI and LLMs › AI agents
- Post
Fable 5.1 (and Mythos 5.1) just released. Same price as Fable 5, cache reads 75% cheaper. Stronger long-horizon agentic coding, research, and document/spreadsheet/slide work. Improved grounding digs...
LinkedIn · Sep 1, 2026
Fable 5.1 (and Mythos 5.1) just released
18 reactions · 6 comments
AI and LLMs › LLMs and AI assistants
Post · 0:27LinkedIn · Aug 30, 2026
Happy to Announce: Speaking at brightonSEO San Diego, USA on September 2026
140 reactions · 50 comments
Events and speaking › brightonSEO
PostLinkedIn · Aug 27, 2026
6 Key things: - Try to understand the USERS
52 reactions · 8 comments
SEO and search › Enterprise SEO and strategy
ImageLinkedIn · Aug 25, 2026
Small 100 px profile photo of Venkata
ImageLinkedIn · Aug 25, 2026
Venkata's professional portrait in dark suit (profile photo)
PostLinkedIn · Aug 20, 2026
Published research paper in Springer Nature - Discover Artificial Intelligence:
77 reactions · 26 comments
Career and learning › Research and papers
Post · 0:29LinkedIn · Aug 19, 2026
Outcome: 5 Million + Impressions under 25 Days
44 reactions · 8 comments
SEO and search › Enterprise SEO and strategy
PostLinkedIn · Aug 17, 2026
Stripe Agrees to Buy AI Model Router OpenRouter?
17 reactions · 1 comments
Tech and industry news › Big tech and AI industry
Post · 0:49LinkedIn · Aug 15, 2026
3D: How Neural Networks Work
47 reactions · 9 comments
AI and LLMs › Machine learning and NLP
PostLinkedIn · Aug 11, 2026
Under 20 Days: Impact on Ai Search ( AEO , GEO ) & SEO.
83 reactions · 25 comments
AI search (GEO and AEO) › GEO and AEO
Post · 1:23LinkedIn · Aug 8, 2026
Weekend Project: 2040 - 3D Game with Humiod & FSD Vehicles
25 reactions · 5 comments
Products and building › Building in public and launches
Post · 1:54LinkedIn · Jul 30, 2026
Free AI Roadmap 2026 [ Last reviewed July 29 2026 ]
48 reactions · 29 comments
Products and building › Building in public and launches
PostLinkedIn · Jul 21, 2026
A significant development in AI policy and safety has occurred. On July 20, 2026, a federal judge...
28 reactions · 2 comments
AI and LLMs › AI policy, safety and research
- Post
Anthropic's moat is the model. But the strategy deserves credit too. Consumers pay $20-$200/mo for Claude. Almost nobody touches the API heavy use of Fable 5 can run $100+/day. Competitors offer most...
LinkedIn · Jul 18, 2026
Anthropic's moat is the model. But the strategy deserves credit too.
13 reactions · 2 comments
AI and LLMs › LLMs and AI assistants
Post · 1:37LinkedIn · Jul 17, 2026
[ 3D Edu ]: How LLMs Work in 3D
62 reactions · 12 comments
AI and LLMs › Machine learning and NLP
Post · 1:31LinkedIn · Jul 13, 2026
As mentioned to Angela Skane, Samantha Torres & Christian J. Ward. I will be sharing notes from the...
34 reactions · 7 comments
Events and speaking › SEO Week
Post · 1:20LinkedIn · Jul 13, 2026
Multi-agent orchestration for research using Claude: Fan-out to parallel agents, then loop each...
10 reactions
AI and LLMs › AI agents
Post · 1:20LinkedIn · Jul 7, 2026
10 p.m , AC dead, house climbing past 80°.
31 reactions · 9 comments
Products and building › Building in public and launches
Post · 14:59LinkedIn · Jul 1, 2026
10 Million Links: 70,000+ Page & Vectors
55 reactions · 11 comments
Products and building › Omniscite
PostLinkedIn · Jul 1, 2026
Sonnet 5 is available NOW, Fable 5 and Mythos 5 coming tomorrow.
20 reactions · 3 comments
AI and LLMs › LLMs and AI assistants
PostLinkedIn · Jun 28, 2026
Claude Fable 5 in Cloudflare
21 reactions
AI and LLMs › LLMs and AI assistants
Post · 0:34LinkedIn · Jun 27, 2026
Every function, every API, every classifier, every keyword pipeline extracted from source code and...
36 reactions
AI and LLMs › Knowledge graphs and ontologies
- Post
Massive Update coming soon on Omniscite. Omniscite - Build scalable Ai Systems.
LinkedIn · Jun 25, 2026
Massive Update coming soon on Omniscite
12 reactions
Products and building › Omniscite
Post · 0:51+1LinkedIn · Jun 18, 2026
My take on ARD ( Agentic Resource Discovery specification ):
23 reactions · 3 comments
AI and LLMs › AI agents
- Post
Believe in yourself. Stay consistent. Ignore the noise. Focus on the signal. I don’t need likes, shares, or anything else from this post. The only reason I’m sharing this is because there might be...
LinkedIn · Jun 16, 2026
Believe in yourself. Stay consistent. Ignore the noise. Focus on the signal.
48 reactions · 2 comments
Life and community › Motivation and lessons
Post+1LinkedIn · Jun 13, 2026
The US government has ordered Anthropic to suspend access to Fable 5 and Mythos 5 for all foreign...
17 reactions · 2 comments
AI and LLMs › LLMs and AI assistants
Post · 1:08LinkedIn · Jun 9, 2026
I have successfully rendered my entire production codebase as a knowledge graph.
63 reactions · 8 comments
AI and LLMs › Knowledge graphs and ontologies
Post+1LinkedIn · Jun 9, 2026
Reflecting on my journey, I want to express my gratitude for the connections made and the growth...
115 reactions · 14 comments
Marketing and content › LinkedIn, social media and newsletters
Post · 0:53LinkedIn · Jun 8, 2026
Researching and Testing: Grouping prompts based "Topics & Location"
26 reactions · 2 comments
Products and building › Omniscite
PostLinkedIn · Jun 6, 2026
Finished migrating 18.79 million rows across 88 tables from SQLite to Postgres on Omniscite.
39 reactions
Data and automation › Data engineering
- Post
We had an amazing session with Botpresso , with almost 60+ SEO’s. The core topics was AI product building, MVP, scalability, and more. We discussed various aspects, including: - How to build tools...
LinkedIn · Jun 1, 2026
We had an amazing session with Botpresso , with almost 60+ SEO’s.
15 reactions · 1 comments
Events and speaking › My talks, podcasts and interviews
- Post
In this AI era. Content on own site. External Signals: Social, Marketplace, Forums etc. Personalised persona based recommendation. Reputation - Reviews and Velocity. Accessibility. Can Create /...
LinkedIn · Jun 1, 2026
In this AI era,: Content on own site.
20 reactions · 1 comments
AI search (GEO and AEO) › GEO and AEO
PostLinkedIn · May 28, 2026
Claude Opus 4.8 has officially launched, maintaining the same pricing structure as version 4.7: $5...
35 reactions · 3 comments
AI and LLMs › LLMs and AI assistants
- Post
Most vector indexes (FAISS PQ, ScaNN) require a k-means training pass over your data before indexing. If the corpus shifts, you retrain and rebuild. Google Research’s. #TurboQuant skips it. A new...
LinkedIn · May 23, 2026
Most vector indexes (FAISS PQ, ScaNN) require a k-means training pass over your data before...
22 reactions · 6 comments
AI and LLMs › RAG, embeddings and vector search
- Post
May 2026 core update.
LinkedIn · May 21, 2026
May 2026 core update
9 reactions
SEO and search › Google algorithm updates
- Post
Big fan of Andrej Karpathy work. Happy to hear his recent move to Anthropic. Andrej's Contribution in the AI space - https://lnkd.in/eh9cawhT. Co-founded OpenAI (2015) as a founding research member,...
LinkedIn · May 20, 2026
Big fan of Andrej Karpathy work. Happy to hear his recent move to Anthropic
18 reactions · 3 comments
Tech and industry news › Big tech and AI industry
Post · 1:01LinkedIn · May 13, 2026
Local Search - Shipped new feature in Ominscite
27 reactions · 3 comments
Products and building › Omniscite
PostLinkedIn · May 11, 2026
Starting May 7, 2026, FAQ rich results will no longer be visible in Google Search.
10 reactions · 1 comments
SEO and search › Technical SEO
Most engaging LinkedIn posts
All 923 posts
· Post
Excited to announce my new role as Lead Technical Product Manager - Automation, Ai & SEO at AT&T.
370 reactions · 195 comments · 3 reposts
· Post
[KNOWLEDGE GRAPH] 1 Industry, 5 Million+ Queries
262 reactions · 89 comments · 11 reposts · 31,131 impressions
· Post
TODAY is special day: It’s beyond what I can express, It’s one of the best opportunity to say...
212 reactions · 79 comments · 4,637 impressions
· Post
SEO Mind Map - Step 1:
172 reactions · 8 comments · 19 reposts
· Post
Autonomous: #AIAgent integration with Screaming Frog ( MVP ):
145 reactions · 43 comments · 16 reposts
· Post
Excited to share that I was recently featured on the @AI SEO Show & Keywords Everywhere Podcast!...
144 reactions · 40 comments · 80,283 impressions
· Post
Topical Cluster with Vectors - MVP: 10,000 Keywords to 211 Topics in 1.62s
141 reactions · 40 comments · 9 reposts
· Post
Happy to Announce: Speaking at brightonSEO San Diego, USA on September 2026
140 reactions · 50 comments · 2 reposts · 3,317 impressions
LinkedIn articles, in full
All 8 articles
4 media· 2 min read
233 resources. 110 concepts. 100 experts. One free AI learning system.
23 learning topics. 110 AI concepts 100 expert profiles. 90+ curated videos. 90+ courses and sites. 70+ GitHub repos. 60+ books and papers. 30+ data fields per expert. 10 concept categories. 6 learning phases. 4 practice milestones, 18...
· 4 min read
I Classified 5.3 Million Keywords in Under a Second. Here's What I Learned About AI That Most People Get Wrong.
Last month, I posted about a system I built: a Topical Clustering Engine that structures 5.3 million raw search queries into a 5-level taxonomy - Categories, Subcategories, Intents, Topics, and Keywords at under 1 millisecond per...
9 media· 2 min read
Top 8 Points - Improving your SEO with conceptual models - Mark Williams-Cook
Here are the top 10 important points from Improving your SEO with conceptual models - Mark Williams-Cook. Video: https://www.youtube.com/watch?v=_AQ9UDqES80. Image Credits: searchnorwich.org. Topics Discussed. Conceptual Models for SEO...
6 media· 17 min read
Brighton SEO Conference 2024
3 Reasons why you need to attend. Its highly impossible to meet 100+ SEO's in one place. Build network, find mentors, meaningful relations. Learn more about tools, technologies ( AI & ML ) and different use cases. Best investment is Invent...