Harnessing Uncertainty

Inside the emergence of LLMs & AI spaces from search - where context reigns supreme.

By Daniel A. Dahlen

With nearly 2 decades quietly working behind the scenes in the search marketing industry, inlightofontext.com is my contribution from the large collection of notes, thoughts and predictions from that time, for posterity.
 
 
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 […]
May 15, 2026
Everything Is A Math Wrapper, Part I: Topology For SEOs And AI/LLM Search Spaces
A few weeks ago I wrote about a helpful mental model for SEO (and marketers for that matter): the idea that your content, web pages, websites […]
April 25, 2026
Defining Surfaces: A Foundation For Rigor In AI/LLM Search Spaces
Surfaces.   If you’ve been following along with posts on this blog, you’ve likely seen me mention the word “surface” or “surfaces” quite a bit.   […]
April 17, 2026
Rigor: The Implications Of Contextuality & Observer-Dependent Outcomes In AI/LLM Search Spaces
Take a deep breath.   If you’ve been following along on this blog, the past few weeks have been a bit more heavy on technical & […]
April 11, 2026
Query, Key, Value: The Heartbeat of Search – And AI/LLM – Spaces
I’ve written about a lot in this blog – from the challenges of measuring AI/LLM search spaces, to research that exposes the non-classical behavior in these […]
April 3, 2026
High Fidelity Representation: Why Sound, Smart SEO Matters More Now Than Ever In The Age Of AI Search
Gimmicks.   Sadly in search (and digital marketing in general) gimmicks are everywhere.   A gimmick, strictly speaking, is a method or tactic meant to temporarily […]
March 27, 2026
Contextual Overlap: The Transformer, Attention Mechanism And Non-Classical Spaces
I tend to look at things from a 10,000 foot view on most things in the digital world.   Whether it’s my mathematics background or my […]
March 19, 2026
Measurement Operators On AI/LLM Search Spaces: Finding A New Basis For AI Search Visibility
The past few weeks have been a lot if you’ve been following along here.   To catch up folks that might have missed a few bits […]
March 12, 2026
Decision Making: Asking The Right Questions About AI Search Visibility
AI search visibility is a big talking point in the search world.   Last week I mentioned how measuring these new search systems powered by AI […]