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Ben Chambers

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Articles

  • Jul 30, 2024 | thenewstack.io | Ben Chambers |Siddarth Jain |Patrick McFadin |Alex Williams

    Knowledge graphs enable the linking of related content in a way that complements vector similarity. In much the same way that hyperlinks allow connecting a website with related information, edges in the graph enable connecting content with other content that’s relevant but not necessarily similar. Often, this provides a more complete context for the generative AI application to reference, leading to more complete answers.

  • Jun 20, 2024 | thenewstack.io | Ben Chambers |Ido Neeman |Susan Hall |Bruce Gain

    Extracting knowledge graphs using a large language model (LLM) is time-consuming and error-prone. These difficulties arise because the LLM is being asked to extract fine-grained, entity-specific information from the content. Inspired by the benefits of vector search, especially the ability to get good results from ingesting content with relatively little cleaning, let’s explore a coarse-grained knowledge graph — the content knowledge graph — focused on the relationships between content.

  • Jun 12, 2024 | thenewstack.io | Joab Jackson |Stephen Batifol |Heather Joslyn |Ben Chambers

    For Spotify, speeding up feature development and deployment all comes down to templates and pipelines. The release cycle is almost completely automated. “The only people left in the process are developers,” said Tim Hansen, senior engineer, working on Backstage, at music-sharing service Spotify, speaking at this week’s PlatformCon 2024 virtual conference.

  • Jun 12, 2024 | thenewstack.io | Jeff James |Stephen Batifol |Heather Joslyn |Ben Chambers

    Despite being a relative newcomer to the developer tools ecosystem, AI continues to have an increasingly significant impact on how developers are doing their jobs. According to a recent report by Gartner, 75% of enterprise software engineers will be using AI code assistants by 2028, a sizable jump from only 10% of those surveyed in 2023.

  • Jun 12, 2024 | thenewstack.io | Matt Butcher |Stephen Batifol |Heather Joslyn |Ben Chambers

    This year Kubernetes celebrates its tenth birthday. As a developer who has been around the community since its early days, I found occasion to reflect on how things started, how Kubernetes marched to maturity, and how it is now displaying potential to expand into the WebAssembly movement. And since I’m a Swiftie, I broke these into eras in honor of my favorite musician. Era 1: When Kubernetes Was SimpleFirst, there was Borg.

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