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# Roundtable
# Demo
In this demo, we explore how Superlink is addressing the challenges language models face when processing structured data. By creating custom vector embedding models, they improve the efficiency of encoding and retrieving information from complex data sets. Their approach simplifies the process with a pipeline for data ingestion, embedding, and query matching, making it easier to extract valuable insights from varied data types.
Superlink’s platform provides flexible deployment options, including personalized recommendations based on user behavior, and is built to integrate seamlessly with major cloud providers. Their vendor lock-in strategy focuses on compute rather than storage, offering a powerful solution for AI engineers working with large datasets.
This demo gives us a closer look at Superlink’s innovations and how they could shape future advancements in machine learning and data management.
# Demo
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In this demo, we explore Augment Code’s innovative use of AI to enhance the development process within popular IDEs like VS Code and JetBrains. By enabling seamless pair programming, Augment AI provides developers with a deeper understanding of their codebase, highlighting details and snippets that other AI tools often miss. Its ability to leverage contextual documentation and historical changes gives developers a significant edge in navigating and optimizing their code.
Augment’s advanced code completion capabilities offer a smarter, more intuitive coding experience by predicting and suggesting relevant code based on the entire project context. This session demonstrates how Augment is pushing the boundaries of AI-assisted development, making it easier for developers to write cleaner, more efficient code.
# Demo
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Throughout this discussion, we explored various aspects of DevTools, from emerging trends like AI-powered tools such as GitHub Co-pilot, JetBrains AI Assistant, Augment and Slack bot to favorite tools like Backstage, FireHydrant, Blameless and Rootly. Besides, our conversation also delved into topics like onboarding automation, DORA metrics, and the build vs. buy decision.
# Roundtable
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During the meeting, we had an in-depth discussion of the build vs buy dilemma, which covered various considerations and examined different perspectives. Participants also shared their experiences with specific tools, with some recommendations (Tilt, Masstransit, Purchasely etc). There was also lots of controversy around the effectiveness of Github Copilot Enterprise and Sourcegraph Cody in various coding and development scenarios.
# Roundtable
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During the discussion, we gained some insights of how feature flagging tools are utilized in managing software development processes. We shared strategies for addressing challenges such as code complexity and performance impact, as well as governance, cleanup, monitoring, and rollback.
# Roundtable
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During the discussion, we gained some insights of creating effective ecosystems around using open source tools. Eng leaders shared their experience using tools like Beautiful Soup, Kafka, GraphiQL, Windmill, etc.
# Roundtable
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During the session, we gained some insights of managing risks without rollback options, managing the costs and complexities of migrations, and maintaining observability and security.
# Roundtable
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