Temporal Aware AI memory: Why time is a key in a memory
Temporal Aware AI memory: Why time is a key in a memory
Why is time all you need?
About the Book
When we started building AI memory for the personal assistant agent, it was quite straightforward. We used knowledge graphs, and everything was heavy, and it was super easy. You could find a lot of articles on how to turn conversations into graphs. But we noticed quite quickly that after a couple of weeks of the honeymoon period, users started giving us bad feedback, and we also noticed that something wasn't working in the memory.
This non-working component was actually time awareness, because the LLM or the agent didn't know what happens when, and whether it was relevant information or not. Memory is actually quite complex and temporal, and we differentiate between past and future and what's more important.
So this book is actually about time and temporal awareness in memory—how to make the LLM and agent understand time, and how to actually make knowledge graphs temporal. Yes, exactly—knowledge graphs, because knowledge graphs actually matter and they are the core of memory. You'll also learn about events and how to build proper episodic memory, why events are important, and together with time, we'll talk about causality and why causality relations are so important for the agent primarily. So it's a book about causality and time.
About the Author
Team Discounts
Get a team discount on this book!
Table of Contents
- What it is About
- About Book
- About Author
- About Cover
- AI Memory
- Why own memory Systems
- Why You Should Build Memory System for AI Agents
- AI Memory is Not RAG, RAG is Not Enough for AI Agents
- The Human Brain
- How memory work
- How Brain see time
- Semantic memory
- Episodic memory
- How brain forget
- Construction of Recal
- Memory mutation and rewriting
- Post Human Memory
- Temporal Memory challenges
- The Temporal Challenge
- Temporal Modeling Foundations
- Time-Aware Personal Knowledge Graphs
- Evolution of Knowledge Graphs and AI Agents
- Time-Aware Knowledge Graphs for Episodic Memory
- Temporal Semantics for AI Memory Agents
- Advanced Temporal Representations
- Event Graphs: Modeling Reality’s Temporal and Causal Fabric
- Event Graphs as Self-Referencing DAGs
- Entity-State Model and Event Graphs for Time-Aware AI Agents Memory
- Advanced Graph Structures
- Beyond Traditional Graphs
- Temporal Relationship Reification in Conceptual Modeling
- Temporal Reasoning and Analysis
- Temporal Reasoning in AI Agent Memory: Allen’s Interval Algebra and Event Graphs
- Relations Between Events in AI Memory: From Temporal to Causal Understanding
- Relations Between Events in AI Memory: From Temporal to Causal Understanding
- Implementation and Systems
- Synergy in Time: Combining Anchor Modeling and 6NF for Robust Temporal Databases
- Time Traveling for Knowledge Graphs and AI Agents
- The Role of Logs and Append-Only Storage
- Time Travel for Property Graphs
- Time Travel for Property Graphs with Layered Graphs
- Personal Graphs
- Semantic Space Time
- Time
- Memory Ontology Design
- Semantic space as a biparty concept Graph
- FARO
- Time Tree
- Abstract time
- Validity
- Events , Facts DAGs
- Supersiding
- Temporal Relations
- Causality Relations
- What it is About
The Leanpub 60 Day 100% Happiness Guarantee
Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.
Now, this is technically risky for us, since you'll have the book or course files either way. But we're so confident in our products and services, and in our authors and readers, that we're happy to offer a full money back guarantee for everything we sell.
You can only find out how good something is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!
So, there's no reason not to click the Add to Cart button, is there?
See full terms...
Earn $8 on a $10 Purchase, and $16 on a $20 Purchase
We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.
(Yes, some authors have already earned much more than that on Leanpub.)
In fact, authors have earnedover $14 millionwriting, publishing and selling on Leanpub.
Learn more about writing on Leanpub
Free Updates. DRM Free.
If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).
Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.
Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.
Learn more about Leanpub's ebook formats and where to read them
