diff --git a/01_index.markdown b/01_index.markdown
index 032320a..212bc35 100644
--- a/01_index.markdown
+++ b/01_index.markdown
@@ -5,10 +5,11 @@
layout: home
permalink: '/'
header: Home
-title: Home
+title: AI Consulting for Knowledge Graphs, Graph Machine Learning, Entity Resolution & Large Language Models - Graphlet AI
head: Graphlet AI
subtitle: Knowledge Graph Factory
-description: Extract, Transform, Resolve, Model, Predict, Explain
+description: We consult on knowledge graph construction, entity resolution, graph machine learning, large language models (LLMs), and scalable data engineering solutions.
+
background: home/bg.png
---
@@ -91,7 +92,7 @@ background: home/bg.png
When dealing with big data, especially when there are a a number of datasets large and small, the traditional entity resolution model of manual blocking and matching starts to break down. It is cumbersome and takes too much developer time. What is needed is a generic approach to entity resolution.
+
Recent developments in Large Language Models [LLMs] like
ChatGPT and Graph Neural Networks (GNNs) allow us to ETL nodes and edges into XML-like text and sentence encode them using a large language model and then combine them based on semantic inferences made by the LLM in combination with the network topology. LLMs have seen many similar documents as the nodes’ text representation on the world wide web, and if we provide a few clues... they provide state of the art entity resolution for both the blocking and matching stages!
diff --git a/README.md b/README.md
index 88e538c..cbd76fc 100644
--- a/README.md
+++ b/README.md
@@ -43,12 +43,12 @@ bundle install
bundle exec jekyll serve
```
-To reload automatically with sass changes, run
+To reload automatically with sass changes, run:
+
```
bundle exec jekyll serve --livereload
```
-
The site will serve on [localhost:4000](http://localhost:4000)
- Note: in _config.yaml, baseurl should be empty ""
diff --git a/_config.yml b/_config.yml
index b6e3509..e7b05d3 100644
--- a/_config.yml
+++ b/_config.yml
@@ -19,12 +19,14 @@
# in the templates via {{ site.myvariable }}.
title: Graphlet AI
-email: rjurney@graphlet.com
+email: rjurney@graphlet.ai
description: >- # this means to ignore newlines until "baseurl:"
- Home page of knowledge graph consultancy Graphlet AI, which builds knowledge graphs
- out of myriad sources of structured and unstructured data using big data tools.
-baseurl: '' # the subpath of your site, e.g. /blog
-url: '' # the base hostname & protocol for your site, e.g. http://example.com
+ Graphlet AI offcers expert consulting for Knowledge Graphs, Graph Machine Learning, Entity Resolution, Large Language Models and Scalable Data Engineering Solutions.
+keywords: Graph Machine Learning, Knowledge Graphs, Entity Resolution, Natural Language Processing, NLP, Large Language Models, LLMs, Graph Neural Networks, GNNs, Graph Analytics, Data Engineering, Network Visualization, Property Graphs, Spark, PySpark, GraphFrames, Neo4j, Cypher
+author: Russell Jurney, Graphlet AI
+email: rjurney@graphlet.ai
+baseurl: "" # the subpath of your site, e.g. /blog
+url: "" # the base hostname & protocol for your site, e.g. http://example.com
twitter_username: rjurney
github_username: rjurney
phone: 570-758-5858
diff --git a/_includes/header.html b/_includes/header.html
index 2103558..fbe6273 100644
--- a/_includes/header.html
+++ b/_includes/header.html
@@ -1,26 +1,20 @@