Venkata Pagadala - Universe · Area · 2020 to 2026
Products and building
Products I build and launch, building in public, and the platforms behind them.
43 posts · 2 articles · 5 media items on their own · 48 image, video or documents in all.
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Omniscite (11) · Topical Clustering Engine (5) · Apple (2)
Articles on Products and building (2)
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...
Most engaging posts on Products and building

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

· 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

· Post
(KGs) & (CGs) at scale
90 reactions · 7 comments · 2 reposts · 3,628 impressions

· Post
Topic Clustering with Vector Embedding
90 reactions · 9 comments

· Post
I'm learning [ Quant finance ] by building. Here's what 26 years of gold data taught me.
85 reactions · 17 comments · 20,682 impressions
Everything on Products and building (50)
ImageLinkedIn · Oct 13, 2026
"The Hadal Report" private newsletter registration confirmed, 5/50 subscribers
Marketing and content › LinkedIn, social media and newsletters
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
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
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 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
- 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 · 0:53LinkedIn · 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 · 1:01LinkedIn · May 13, 2026
Local Search - Shipped new feature in Ominscite
27 reactions · 3 comments
Products and building › Omniscite
Post · 0:26LinkedIn · Apr 29, 2026
Accessibility fix shipped.: Thanks to my guide, Jean-Guy Leconte, who shared some feedback on the...
27 reactions
Products and building › Building in public and launches
Post · 0:20LinkedIn · Mar 25, 2026
2 Million Labeled Queries: Visualization
48 reactions
Products and building › Topical Clustering Engine
Post · 1:15LinkedIn · Mar 20, 2026
Added a new feature for local opportunities and SERP Segmentation.
20 reactions · 2 comments
Products and building › Omniscite
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
ImageLinkedIn · Mar 15, 2026
Venkata's site: "AI Learning Roadmap - Zero to Hero (2026)" week 1
Career and learning › Courses and certifications
ImageLinkedIn · Mar 15, 2026
Venkata's site: Geoffrey Hinton profile in Top 100 AI contributors
Products and building › Building in public and launches
Post · 1:42LinkedIn · Mar 13, 2026
Learning must be fun like playing on PS5
37 reactions · 3 comments
Products and building › Building in public and launches
- Post
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
Post · 0:57LinkedIn · Mar 2, 2026
Launched - https://lnkd.in/ewF_mQgQ: Thanks for suggestion Metehan Yeşilyurt
24 reactions · 6 comments
Products and building › Building in public and launches
Post+1LinkedIn · Mar 2, 2026
Launched my newsletter + new site venkatapagadala.com
66 reactions · 22 comments
Products and building › Building in public and launches
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
ImageLinkedIn · Mar 2, 2026
Newsletter "Signal Over Noise" stats: 1,498 new subscribers in 7 days
Marketing and content › LinkedIn, social media and newsletters
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 · 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
- Post
Correlation or Causation - More testing and time tell the truth. #GEOINT +. #quant. Still early. Still building. V1: https://lnkd.in/edHEPPdV. V2: https://lnkd.in/eNieeE5f.
LinkedIn · Feb 25, 2026
Correlation or Causation - More testing and time tell the truth
16 reactions
Products and building › Building in public and launches
Post · 2:13LinkedIn · Feb 25, 2026
Learning [QUANT finance] by building.
29 reactions · 2 comments
Products and building › Building in public and launches
Post · 2:15LinkedIn · Feb 23, 2026
I'm learning [ Quant finance ] by building. Here's what 26 years of gold data taught me.
85 reactions · 17 comments
AI and LLMs › Machine learning and NLP
Post · 0:35LinkedIn · Feb 22, 2026
Today I started building the physical layer of a [MACRO intelligence engine].
30 reactions · 5 comments
Products and building › Building in public and launches
Post · 0:48LinkedIn · Feb 21, 2026
(KGs) & (CGs) at scale
90 reactions · 7 comments
AI and LLMs › Knowledge graphs and ontologies
Post · 1:35LinkedIn · Feb 16, 2026
New Feature Added: Track Brand Mentions in ChatGPT
25 reactions · 1 comments
AI search (GEO and AEO) › GEO and AEO
Post · 0:57LinkedIn · Feb 9, 2026
Added SERP Screenshots in Local Keywords Tracker
26 reactions · 2 comments
SEO and search › Local SEO and Google Maps
- Post
This Man, Suganthan Mohanadasan, always starts cooking for the next generation. I am a big fan of their clustering research and tool - https://lnkd.in/e5dqD5KG. Note: Just because I'm building...
LinkedIn · Feb 8, 2026
This Man, Suganthan Mohanadasan, always starts cooking for the next generation. I am a big fan of...
9 reactions · 2 comments
SEO and search › Keyword research and intent
Post · 1:39LinkedIn · Jan 29, 2026
Agenda for 2026: [ INTENSIFY ]: Speed, Learn, Scale
46 reactions · 5 comments
Products and building › Topical Clustering Engine
Post · 0:57LinkedIn · Jan 28, 2026
Building a self-learning feedback loop for our classification engine.
37 reactions · 6 comments
Products and building › Topical Clustering Engine
Post · 1:05+1LinkedIn · Jan 26, 2026
[KNOWLEDGE GRAPH] 1 Industry, 5 Million+ Queries
262 reactions · 89 comments
Products and building › Topical Clustering Engine
ImageLinkedIn · Jan 26, 2026
Railway deployment history: one success, several failed healthchecks
Products and building › Building in public and launches
Post · 14:50LinkedIn · Jan 20, 2026
Industrial Research Tool Video-01: 1 Industry [ 4 MILLION + Queries ]
56 reactions · 20 comments
Products and building › Topical Clustering Engine
PostLinkedIn · Jan 19, 2026
Video Coming Soon: 1 Industry, 4 Million + Keywords / Queries with L3 classification and Intent
46 reactions · 15 comments
Products and building › Topical Clustering Engine
Post · 2:17LinkedIn · Jan 7, 2026
Building: Json-based Topical Classification with Feedback Mechanism
38 reactions · 13 comments
Products and building › Topical Clustering Engine
Post · 3:29LinkedIn · Aug 9, 2025
Scaling Metadata with Precision and Relevance
56 reactions · 6 comments
SEO and search › Enterprise SEO and strategy
- Post
Level 0 ->Level 1 -> Level 2. Keyword Research -> Topical Research -> Industrial Research. Single Word -> Cluster of similar words -> All topics in Industry. Note: Name of Game is DATA, RELEVANCY &...
LinkedIn · Jul 14, 2025
Level 0 ->Level 1 -> Level 2
40 reactions · 2 comments
SEO and search › Keyword research and intent
Post · 9:16LinkedIn · Apr 26, 2025
Topical Cluster with Vectors - MVP: 10,000 Keywords to 211 Topics in 1.62s
141 reactions · 40 comments
Products and building › Topical Clustering Engine
PostLinkedIn · Apr 23, 2025
Topic Clustering with Vector Embedding
90 reactions · 9 comments
Products and building › Topical Clustering Engine
Post · 1:55LinkedIn · Apr 5, 2025
Build Tools To Automate Borning Stuff: Coming Soon.
104 reactions · 22 comments
Products and building › Building in public and launches
- Post
Another successful launch today. Congrats to the team for the new and improved www.projectknow.com. Well done Ivy Pollock, MCM Jian David Brandon Lavigne Kindra Sclar Venkata Pagadala 🚀.
LinkedIn · Aug 6, 2020
Another successful launch today. Congrats to the team for the new and improved www.projectknow.com
Products and building › Building in public and launches