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News
Keenable: Agent-First Search API Architecture and the 100B-Page Index Trade-Off
1+ hour, 24+ min ago (1111+ words) Agents don't search like humans. They issue hundreds of queries per session, need structured extraction over snippet relevance, and care more about p95 latency than the perfect top result. Keenable built a search API around those constraints with a 100B+ page proprietary…...
Measuring AI Search Consistency Beyond Traditional Rank Tracking
1+ day, 5+ hour ago (632+ words) This does not make conventional SEO measurement obsolete. Organic rankings, traffic, conversions, and technical performance remain important signals. But they do not fully describe how a brand, product, or source is represented in generated answers. A practical AI search measurement…...
Queried the Local Embeddings Store for the First Time
1+ day, 11+ hour ago (820+ words) Context: Building the vector store in the last entry was only half the job — the actual point of embeddings is being able to ask a question and get back the right stored document, not just any document. Chroma does this…...
Full-Text Search Still Works. It Just Doesn’t Get You to an Answer
1+ day, 15+ hour ago (1027+ words) Imagine a typical online shoe store. A shopper opens search and types: I need black waterproof running shoes for daily runs on wet pavement. What would you recommend? A few years ago, almost no one expected this from a search…...
Google Search Console Platform Properties Bring Social Query Data to Content Teams
3+ day, 12+ hour ago (606+ words) Google Search Console is expanding its measurement scope beyond websites with platform properties, a new property type for linked social and video accounts. The feature lets eligible creators and site owners see how content from Instagram, TikTok, X and YouTube…...
Adding Semantic Search to an Existing DynamoDB Table with Vector Indexes
5+ day, 3+ hour ago (785+ words) The current API uses a serverless setup. It includes SAM for infrastructure, API Gateway in front, Lambda functions behind, and DynamoDB for storage. The API contains plain CRUD operations to manage recipes: create, read, update, delete, and list. Semantic search…...
Pew Study Shows Google AI Summaries Are Reshaping Search Click Behavior
6+ day, 5+ hour ago (440+ words) Pew's study used data from KnowledgePanel Digital, covering the real-world browsing activity of participating U.S. adults. It is a snapshot of Google search behavior in March 2025, not a measure of every search engine, country, audience, or query type. That scope matters....
For Structured Data, Retrieval Accuracy Isn't a Model Problem
1+ week, 5+ day ago (468+ words) MongoDB shipped three retrieval features this week: context-aware embeddings, hybrid search, and a native reranker. The pitch is the same one every vector database is making right now: retrieval accuracy is the thing that determines whether an agent's next step…...
TF-IDF Explained and Implemented
1+ week, 6+ day ago (409+ words) TF-IDF is two ideas multiplied together, and both of them are things you already believe about language. It is worth implementing once from scratch, because the version in your library has four configuration choices that change the numbers and are…...
AI Search for Local Businesses: How to Compete Beyond Google Rankings
1+ week, 6+ day ago (663+ words) Ranking #1 in classic SERPs no longer guarantees you get mentioned when an LLM synthesizes an answer. As developers, that means the job has expanded: we're no longer optimizing purely for a crawler that returns links — we're optimizing for models that…...