SEO
Sep 7, 2026
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2 min read
Anyone can build a large list of keywords, but creating strong filters and sorting is the hard part.
Overlap tells you where authority is shared and where it is not.
Foundations
Google and LLMs increasingly judge you on brand demand and authority, which makes engineering relevance the real job.
1 min read
Retrieval-augmented generation exists to reduce generative AI's biggest risk: Hallucination.
If you optimize only for blue-link rankings, you go missing on the surfaces where attention is actually moving.
Your job shifts from doing SEO tasks to designing the systems that do them, and from tuning one channel to orchestrating across many.
A moat is what keeps a single algorithm update or a well-funded competitor from erasing your rankings.
The quality of the proposals you get back matches the quality of the RFP you send.
A single ranking is a small slice of a page Google fills with features.
AI Research
A static pretrained model can confidently state wrong or outdated facts about your brand, category, or pricing.