Knowledge-base RAG. The agent retrieves runbooks and past postmortems using hybrid search (BM25 plus dense vectors). Aurora documents a Weaviate hybrid index. The leading commercial AI SREs all integrate Confluence and ticket systems. - Source: dev.to / 2 months ago

Bifrost supports dual-layer semantic caching with exact match and semantic similarity. Backend options include Redis for exact caching, Weaviate for vector-based semantic matching, and Qdrant as an alternative vector store. - Source: dev.to / 4 months ago

For those prioritizing flexibility, the RAG Engine also supports third-party options like Pinecone and Weaviate. These are excellent choices if portability is a requirement, allowing you to maintain a consistent vector store even if you decide to shift parts of your RAG stack to a different cloud provider or platform later on. - Source: dev.to / 4 months ago

Weaviate Homepage - Main website with product information and getting started guides. - Source: dev.to / 4 months ago

Code Explanation: In this example, the user_memory dictionary acts as a mock database. When the personalized_agent function is called, the first thing it does is a "Memory Check." It looks up the user ID to see if there are any saved preferences. Because it finds that the user prefers Rust, it automatically adjusts its output without the user needing to specify the language again. In a real application, you would... - Source: dev.to / 4 months ago

I continue working on SecurityBot.dev, having lately made significant improvements to the broken link monitor. https://securitybot.dev. - Source: Hacker News / 20 days ago

Another M&A tool. Useful for software company sellers who are required to disclose details related to software IP ownership such as what third-party dependencies are used in their software. https://securitybot.dev. - Source: Hacker News / about 2 months ago

This week I launched IterOps https://iterops.com, a heat mapping, rage click, dead click, scroll mapping, and simple A/B testing tool. I originally built it to have a better idea of what people are doing on my other micro-saas projects like https://securitybot.dev and https://contributoriq.com. Already finding it so useful that I figured I'd just turn it into a product too. - Source: Hacker News / 5 months ago

I’ve built and launched numerous SaaS products (which have paying customers) which were almost entirely built usibg AI agents including https://securitybot.dev and https://dependencydesk.com. My experience so far has been if you possess both deep domain-specific experience and significant coding experience then these coding LLMs, and most notably Opus 4.5, are the greatest productivity booster in the world. - Source: Hacker News / 7 months ago

Https://securitybot.dev/ SecurityBot.dev is an all-in-one uptime, performance, security, and SEO monitoring tool. I launched it a few months ago and have been iterating on it ever since. Later this week SecurityBot.dev will log its 1 millionth uptime check which is pretty cool to see. It includes the usual uptime monitoring service that you see everywhere else, but also features such as a PageSpeed Insights... - Source: Hacker News / 8 months ago