Pretraining, fine‑tuning, RAG, evals, and deployment pipelines at scale.
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The difficult part of search isn't finding a word. It's returning the right results quickly while documents change, users type, and parts of the search infrastructure fail. Imagine an e-commerce catalog with millions of products. A user types iph, sees…
The rounds here are modelled on how the loop runs, not scraped from any candidate's recall. What matters for prep is the shape: a blank canvas, a prompt too big to take literally, and a follow-up after every decision you…
It is worth remembering how fast this moved. Bedrock launched in 2023 as a managed model-hosting layer, essentially an API marketplace for foundation models. Vertex AI followed a similar path at Google. Through 2024, both platforms were primarily about giving developers a…
Unlike a lot of AI features, most of Samsung’s Galaxy AI tools are genuinely useful. Transcript, Call, and Note Assist are awesome tools, and Samsung is bringing those and more to more users and languages. The smart tools added to…
Join this webinar for a keep-or-cut list of off-page tactics and a step-by-step plan for running the ones that still work on your brand. Invalid traffic on AI Max search doubled to 5.28%. Get the channel-by-channel retail benchmarks before Black Friday.
A typical retrieval pipeline has a simple mental model: find relevant chunks, rank them, pass the best ones to the model, and let agreement among them increase confidence. That works reasonably well when the retrieved sources are genuinely independent. The…
Converted PDFs rank like HTML pages in AI Overviews, Martin Splitt and John Mueller say, yet get refetched rarely. Why a new filename may beat an edited file. That caveat matters when weighing the content. Search Off the Record is…
Should you publish your content as a PDF or stick strictly to standard HTML? Does Google treat PDF files differently when it comes to indexing, ranking, and AI search features? Google's PDF converter pipeline: How Google converts binary PDF containers…
Google's Martin Splitt and John Mueller just posted a Search Off the Record podcast on the topic of PDFs, it is named PDFs in Search: Indexing, AI & Pitfalls. It goes over how PDFs are converted for crawling and indexing, how…
“Okara helped us grow Lovie's search visibility by 56%, lift click-through rates by 73%, and increase US traffic by 20% — without building a separate marketing team.” The Viral Launch Handbook The step-by-step sequence behind launches that did 100M+ organic views on X. The complete…