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News
Queried the Local Embeddings Store for the First Time
2+ week, 6+ day ago (820+ words) Context: Building the vector store in the last entry was only half the job — the actual point...
Flora Find — A Full-Text Search Engine for Your Own Files, Built Without a Single Third-Party Import.
3+ day, 7+ hour ago (364+ words) We've all had that moment of typing a filename into search and getting nothing back, because the file... Tagged with python, beginners, testing, webdev....
Google Search Console Platform Properties Bring Social Query Data to Content Teams
3+ week, 1+ day 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…...
Keenable: Agent-First Search API Architecture and the 100B-Page Index Trade-Off
2+ week, 5+ day ago (1111+ words) becomes a queryable database, not a ranked document store. Latency control: Owning the index means co-locating...
Pew Study Shows Google AI Summaries Are Reshaping Search Click Behavior
3+ week, 4+ day 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....
Don't just return results — show users WHY they matched (highlighting in pure Python)
2+ week, 2+ day ago (187+ words) You don't need Elasticsearch for that. Whoosh — the pure-Python full-text search library — ships a full highlighting engine. Here's how to use it. (whoosh3 is the maintained fork; you still import whoosh.) One important gotcha: the field you highlight must be stored…...
Full-Text Search Still Works. It Just Doesn’t Get You to an Answer
2+ week, 6+ day ago (1027+ words) Imagine a typical online shoe store. A shopper opens search and types: I need black waterproof...conventional search. The same thing happens in an online store. A query such as: only looks like one sentence....
The one Whoosh setting that decides whether search actually works: the analyzer
4+ day, 28+ min ago (391+ words) Nine times out of ten the answer is the analyzer — the small pipeline that decides how text becomes searchable tokens. It runs when you index and when you query, and if the two sides don't agree on what a "word…...
Adding Semantic Search to an Existing DynamoDB Table with Vector Indexes
3+ week, 3+ day ago (785+ words) lets you search by intent instead of by keyword. To store an embedding we first need to generate one. For...DynamoDB now supports vector indexes natively. You store the embedding as an attribute on the item, create...
Agentic RAG 2026: When the AI Decides How It Searches
12+ hour, 52+ min ago (274+ words) Production systems standardly use LangGraph as the orchestration framework for this, supplemented by LlamaIndex for the retrieval layer. LangGraph's checkpointing makes every step of the agentic loop traceable, pausable (for human approvals), and repeatable – an essential property for compliance and…...