Harnessing Uncertainty

Inside the emergence of LLMs & AI spaces from search. 

By Daniel A. Dahlen

With nearly 2 decades quietly working behind the scenes in the search marketing industry, inlightofcontext.com is my contribution from the large collection of notes, thoughts and predictions from that time, for posterity.
 
 
August 22, 2026
Into The Infinite: Hilbert Spaces & AI/LLM Search Spaces
An archer smoothly picks up his arrow, bow in hand.   He slots the arrow in place and confidently pulls it back into position.   Taking […]
August 15, 2026
Building Anticipation: Markov Chains & AI/LLM Search Spaces
“To aim at.”   If you look at the etymology (word origin) of the word “stochastic” you will find many interpretations and among them you’ll find […]
July 25, 2026
Hidden North Stars: On Eigenvalues & Eigenvectors
“Read between the lines.”   “In an ever changing world/landscape.”   “In a nutshell..”   Clichés.   Being exposed to a term or phrase so much […]
July 17, 2026
On Walks: A (Brief) Graph Theory Primer For SEOs & AI/LLM Spaces
Walks.   A starting point, a destination — and a path connecting the two.   Every story has a beginning, middle and end and a walk […]
July 11, 2026
The Mathematical Basis: Constraining Responses In Search & AI/LLM Spaces
“Finding a basis”.   “Looking for a basis.”   “What is the basis for this argument?”   “Is this cash basis or accrual?”   “Basis” is […]
June 19, 2026
All Search Is Local Search: Positioning, Context & Measurement
Location, location, location.   I mentioned in my opening post on this site how I’ve spent a large majority of my time working with small businesses […]
June 12, 2026
Decoding The Decoder: Search, Encapsulated & Associative vs Addressable Memory In AI/LLM Spaces
Input. Output.   A wild simplification to any system or function is that it’s a “box” of sorts that take in an input, performs some kind […]
June 6, 2026
Everything Is A Math Wrapper, Part IV: Inner Products And The Geometry Of Similarity For SEOs & AI/LLM Search Spaces
The past few weeks I’ve covered quite a few areas of mathematics and how they connect with and relate to AI/LLM search spaces, so I want […]
May 29, 2026
Everything Is A Math Wrapper, Part III: Vector Spaces And Norms In AI/LLM Search
If you work online, in search or digital marketing in recent years it’s likely you’ve seen or heard the word “vector” or “vector space” thrown around […]
May 23, 2026
Everything Is A Math Wrapper, Part II: Metric Spaces And AI/LLM Search
Metric.   If you’ve worked in search/marketing this is a term that you should be familiar with and likely use everyday (and, perhaps, are exhausted by […]