Messy Problems
Subscribe
Sign in
Home
Archive
About
Latest
Top
Discussions
Introducing Schema Controlled Automated Knowledge Graphs
Through our "Understand" Knowledge Graph SDK, we are building tools to help you structure your data with your opinion.
Apr 21
•
Chia Jeng Yang
1
Share this post
Introducing Schema Controlled Automated Knowledge Graphs
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
WhyHow.AI's Knowledge Graph Creation SDK - "Understand"
Using your sample questions as the basis for Knowledge Graph creation, simplifying the creation of structured and deterministic knowledge…
Apr 1
•
Chia Jeng Yang
Share this post
WhyHow.AI's Knowledge Graph Creation SDK - "Understand"
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
March 2024
Deterministic Document Structure based Retrieval
Capturing document structures for deterministic rule-based RAG traversals as the next step for semantic information extraction.
Mar 24
•
Chia Jeng Yang
3
Share this post
Deterministic Document Structure based Retrieval
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
Open-Sourcing Deterministic Rule-based Retrieval for RAG
WhyHow.AI builds developer tools to bring more accuracy and determinism to AI solutions, including graph technologies.
Mar 19
•
Chia Jeng Yang
1
Share this post
Open-Sourcing Deterministic Rule-based Retrieval for RAG
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
Improving LLMs: ETL to "ECL" (Extract-Contextualize-Load)
As LLMs turn turn data processing into semantic processing, we believe ETL processes will turn into ECL processes, and that a range of tooling will…
Mar 16
•
Chia Jeng Yang
2
Share this post
Improving LLMs: ETL to "ECL" (Extract-Contextualize-Load)
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
RAG: Graph Retrieval vs Graph Reasoning
Building Knowledge Graphs in RAG is not just about using graphs as data stores, but also as a means for structured reasoning. We discuss when to rely…
Mar 11
•
Chia Jeng Yang
2
Share this post
RAG: Graph Retrieval vs Graph Reasoning
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
January 2024
Advanced RAG and the 3 types of Recursive Retrieval
We explore the multiple types of iterative and recursive retrieval - categorizing Page-Based, Information-Centric, and Concept-Centric iterative…
Jan 31
•
Chia Jeng Yang
3
Share this post
Advanced RAG and the 3 types of Recursive Retrieval
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
Harry Potter and the Self-Learning Knowledge Graph RAG
WhyHow.AI's self-learning RAG with knowledge graphs to bring accuracy and rules to Vertical AI - demonstrating recursive retrieval, memory, automated…
Jan 25
•
Chia Jeng Yang
1
Share this post
Harry Potter and the Self-Learning Knowledge Graph RAG
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
Semantic and Contextual Debugging for Vertical-Specific AI
Understanding the opportunity for Vertical-Specific AI as AI shifts from data processing to semantic processing and how it parallels human to human…
Jan 17
•
Chia Jeng Yang
5
Share this post
Semantic and Contextual Debugging for Vertical-Specific AI
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
Injecting Knowledge Graphs in different RAG stages
Injecting KGs in RAG in pre-processing, post-processing, chunk extraction, document and contextual hierarchies, with a concrete example of how all these…
Jan 5
•
Chia Jeng Yang
7
Share this post
Injecting Knowledge Graphs in different RAG stages
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
December 2023
Technical Considerations for Complex RAG (Retrieval Augmented Generation)
Understanding basic technical concepts of RAG (chunking, query augmentation, hierarchies, multi-hop reasoning, and knowledge graphs) and unsolved…
Dec 14, 2023
•
Chia Jeng Yang
Share this post
Technical Considerations for Complex RAG (Retrieval Augmented Generation)
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
An introduction to RAG and simple/ complex RAG
What is RAG and why is it so popular in enterprises? RAG v Finetuning? What are questions to ask when thinking about implementing RAG?
Dec 5, 2023
•
Chia Jeng Yang
4
Share this post
An introduction to RAG and simple/ complex RAG
messyproblems.substack.com
Copy link
Facebook
Email
Note
Other
Share
Copy link
Facebook
Email
Note
Other
This site requires JavaScript to run correctly. Please
turn on JavaScript
or unblock scripts