Venkata Pagadala - Universe · Area · 2017 to 2026
AI and LLMs
Large language models, AI agents, knowledge graphs, retrieval and the AI I build and use every day.
278 posts · 4 articles · 7 media items on their own · 186 image, video or documents in all.
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Names that recur here
ChatGPT (22) · Claude (13) · OpenAI (10) · Omniscite (7) · Claude Code (6) · Manus (6) · Anthropic (5) · Google (5) · MCP (4) · GPT-4o (4) · GPT-4 (4) · Screaming Frog (3)
Articles on AI and LLMs (4)
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...
9 media· 2 min read
Python & NLP for SEO: A Basic Guide
Thanks to Hamlet Batista, Jean-Christophe Chouinard. What is Python? Python is an interpreted, object-oriented, high-level programming language with dynamic semantics. Programmers & SEO fall in love with Python because of the increased...
Most engaging posts on AI and LLMs

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[KNOWLEDGE GRAPH] 1 Industry, 5 Million+ Queries
262 reactions · 89 comments · 11 reposts · 31,131 impressions

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Autonomous: #AIAgent integration with Screaming Frog ( MVP ):
145 reactions · 43 comments · 16 reposts

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Topical Cluster with Vectors - MVP: 10,000 Keywords to 211 Topics in 1.62s
141 reactions · 40 comments · 9 reposts

· Post
[ 100 AI agents ], each equipped with expertise levels and the ability to communicate with one...
114 reactions · 57 comments · 7 reposts · 22,112 impressions

· Post
Build Tools To Automate Borning Stuff: Coming Soon.
104 reactions · 22 comments · 3 reposts

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Build a JSON schema with Manus AI (98% done)
102 reactions · 15 comments · 10 reposts
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MVP Ready: Autonomous AI SEO Agent
98 reactions · 16 comments · 2 reposts

· Post
(KGs) & (CGs) at scale
90 reactions · 7 comments · 2 reposts · 3,628 impressions
Everything on AI and LLMs (289)
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
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
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
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
PostLinkedIn · Aug 20, 2026
Published research paper in Springer Nature - Discover Artificial Intelligence:
77 reactions · 26 comments
Career and learning › Research and papers
Post · 0:49LinkedIn · Aug 15, 2026
3D: How Neural Networks Work
47 reactions · 9 comments
AI and LLMs › Machine learning and NLP
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
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 · 1:20LinkedIn · 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
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 · 0:51+1LinkedIn · Jun 18, 2026
My take on ARD ( Agentic Resource Discovery specification ):
23 reactions · 3 comments
AI and LLMs › AI agents
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
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
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
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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
PostLinkedIn · May 10, 2026
Good Friday & Saturday. Fun with Content Agents
22 reactions · 2 comments
AI and LLMs › AI agents
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#SEOWeek Notes. Speaker: Annie Cushing. Topics Covered: discipline layer most vibe coders skip, AI Fail Wall, Pre-commit tests, Optimizing JSON files. Role: Founder, Annielytics. Notes Link:...
LinkedIn · Apr 28, 2026
#SEOWeek Notes: Speaker: Annie Cushing
5 reactions · 1 comments
Events and speaking › SEO Week
PostLinkedIn · Apr 28, 2026
#SEOWeek Notes: English:
12 reactions
Events and speaking › SEO Week
- Post
#SEOWeek Notes. Speaker: Noah Learner. My View: Noah shared practical best practices for building tools / datapipline using AI, especially with Claude, from his months of hard work [ ~46 days, 1,000+...
LinkedIn · Apr 27, 2026
#SEOWeek Notes: Speaker: Noah Learner
8 reactions · 1 comments
Events and speaking › SEO Week
- Post
#SEOWeek Notes. My View: One of the top talents and AKA Mathematician ( ML/AI ) in the SEO space, who loves questioning why and exploring the test and training the data, Dropped Gold from his own...
LinkedIn · Apr 27, 2026
#SEOWeek Notes: My View: One of the top talents and AKA Mathematician ( ML/AI ) in the SEO space...
30 reactions · 4 comments
Events and speaking › SEO Week
- Post
Opus 4.7 - Claude New Model. #ai. #claude.
LinkedIn · Apr 16, 2026
Opus 4.7 - Claude New Model.
8 reactions
AI and LLMs › LLMs and AI assistants
PostLinkedIn · Apr 15, 2026
Claude Major Outage
11 reactions · 7 comments
AI and LLMs › LLMs and AI assistants
Post · 1:05LinkedIn · Apr 11, 2026
Testing Claude Managed Agents: #aiagents
31 reactions · 7 comments
AI and LLMs › AI agents
Post · 2:08LinkedIn · Apr 8, 2026
ChatGPT Ad's: #ai
17 reactions
AI and LLMs › LLMs and AI assistants
PostLinkedIn · Apr 4, 2026
Changes in Claude and Openclaw integration
8 reactions
AI and LLMs › LLMs and AI assistants
ImageLinkedIn · Apr 3, 2026
Venkata's comment text on multi-agent model choices and spending
AI and LLMs › AI agents
Post · 0:20LinkedIn · Mar 25, 2026
2 Million Labeled Queries: Visualization
48 reactions
Products and building › Topical Clustering Engine
PostLinkedIn · Mar 25, 2026
Claude - llms.txt: #claude
48 reactions · 6 comments
AI search (GEO and AEO) › GEO and AEO
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Soon, Will share detail insights of perplexity computer from my own experience after spending 15K+ Credits. #perplexitycomputer.
LinkedIn · Mar 24, 2026
Soon, Will share detail insights of perplexity computer from my own experience after spending 15K+...
13 reactions · 1 comments
AI and LLMs › AI agents
PostLinkedIn · Mar 21, 2026
I started creating my 100 AI agents. I started mine 3 months ago, shared it in public 3 weeks ago....
32 reactions · 3 comments
AI and LLMs › AI agents
Post · 0:13+1LinkedIn · Mar 21, 2026
Perplexity AI: SiteAudit, Keyword Tracker, Competitors Analysis and 90 day content pipelines.
16 reactions · 6 comments
AI and LLMs › AI agents
PostLinkedIn · Mar 20, 2026
#claude new features: - I like remote control features from WhatsApp and Telegram.
10 reactions
AI and LLMs › LLMs and AI assistants
PostLinkedIn · Mar 20, 2026
Looks like Perplexity AI is cooking something for SEO community.
86 reactions · 11 comments
AI and LLMs › LLMs and AI assistants
Post · 1:01LinkedIn · Mar 16, 2026
Launching soon ( Beta Version):
22 reactions · 2 comments
AI and LLMs › LLMs and AI assistants
Post+1LinkedIn · Mar 15, 2026
[ FREE AI LEARNING] I organized the chaos of learning AI into one free system. Happy super learning.
73 reactions · 34 comments
Products and building › Building in public and launches
Article+3LinkedIn · Mar 15, 2026
233 resources. 110 concepts. 100 experts. One free AI learning system.
Products and building › Building in public and launches
PostLinkedIn · Mar 15, 2026
Build [ RIGHT Knowledge Base ] is MOST IMPORTANT > Agents, Automation, Scalability
35 reactions · 8 comments
AI and LLMs › Knowledge graphs and ontologies
ImageLinkedIn · Mar 15, 2026
Venkata's site: Geoffrey Hinton profile in Top 100 AI contributors
Products and building › Building in public and launches
PostLinkedIn · Mar 12, 2026
Claude New Feature: Think it through with Claude: For big tasks or small ones, get help throughout...
17 reactions · 8 comments
AI and LLMs › LLMs and AI assistants
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Telecom quality: 55 → 91.5. Thank you to Andrej Karpathy for sharing"autoresearch". https://lnkd.in/e3XRmWgF. Karpathy's autoresearch pattern helped us clean 3.7M keywords. Autoresearch has a simple...
LinkedIn · Mar 11, 2026
Telecom quality: 55 → 91.5
33 reactions · 5 comments
Products and building › Topical Clustering Engine
Post · 5:01LinkedIn · Mar 7, 2026
[100 AI agents] AI Agents swarm - Multi Agent System Architecture
39 reactions · 6 comments
AI and LLMs › AI agents
Post · 2:06LinkedIn · Mar 5, 2026
Ai Agents - Simple Workflow Test.
19 reactions · 2 comments
AI and LLMs › AI agents
Post · 1:37LinkedIn · Mar 4, 2026
Building Crawler - For injecting page content into system pipelines, to classify, and understand...
54 reactions · 14 comments
Products and building › Omniscite
ArticleLinkedIn · Mar 2, 2026
I Classified 5.3 Million Keywords in Under a Second. Here's What I Learned About AI That Most People Get Wrong.
Products and building › Topical Clustering Engine
- Post
[ AI Agents ] Tip- Knowing when NOT to use AI is as important as knowing AI. Don't let agents or pipelines access the token. If you already have valid information. Input -> Agent [ Skills: Access,...
LinkedIn · Feb 28, 2026
[ AI Agents ] Tip- Knowing when NOT to use AI is as important as knowing AI
19 reactions · 2 comments
AI and LLMs › AI agents
Post · 2:50LinkedIn · Feb 27, 2026
[ 100 Ai AGENTS - Neural Graph, Team Directory, Org Chart ]
32 reactions · 9 comments
AI and LLMs › AI agents
- Post
Amazing call with Metehan Yeşilyurt. Discussed AI / Search and pain points, the importance of the conference and networking, and the future of SASS. Able to share my research on the tool, I am...
LinkedIn · Feb 26, 2026
Amazing call with Metehan Yeşilyurt.
36 reactions · 9 comments
AI and LLMs › AI agents
Post · 1:26+1LinkedIn · Feb 26, 2026
[ 100 AI agents ], each equipped with expertise levels and the ability to communicate with one...
114 reactions · 57 comments
AI and LLMs › AI agents
PostLinkedIn · Feb 26, 2026
Looks like Claude Vs Openclaw
11 reactions
AI and LLMs › LLMs and AI assistants
- Post
Introducing a new feature in Claude Code: Remote Control. You can now kick off a task in your terminal and seamlessly pick it up from your phone while taking a walk or joining a meeting. Claude...
LinkedIn · Feb 25, 2026
Introducing a new feature in Claude Code: Remote Control.
25 reactions · 2 comments
AI and LLMs › LLMs and AI assistants