Why LLM Applications Fail After the Demo

The demo works because you built the eval environment to match the model's strengths. Here's what happens when the model meets the real world instead. #ragpipelines

Why RAG Is Failing at Complex Questions (And How Knowledge Graphs Fix It)

Your RAG system isn't failing because of your LLM. It's the retrieval architecture. Here's what replaces it. #ragpipelines

Why Email Threads Break Every RAG Pipeline 

Email threads break standard RAG with quotes, signatures, forks, and lost context. Learn the graph-based pipeline that fixes retrieval and attribution. #ragpipelines

Practical AI | We've all done RAG, now what? Longtime friend of the show Rajiv Shah returns to unpack lessons from a year of building retrieval-augmented generation (RAG) pipelines and reasoning models integrations. We dive into why so many A...

Daniel Whitenack and Rajiv Shah talk through what happens after you build your first RAG demo on this Practical AI episode, and it lines up with what I see constantly when developing curriculum or working with companies. practicalai.fm/330 via @practicalai.bsky.social #RAGpipelines

Designing Production-Ready RAG Pipelines: Tackling Latency, Hallucinations, and Cost at Scale Retrieval-Augmented Generation (RAG) represents an advanced AI system that enhances Large Language Models (LLMs) through real-time knowledge integration from external sources [1]. The technique enables...

Designing Production-Ready RAG Pipelines: Tackling Latency, Hallucinations, and Cost at Scale #Technology #SoftwareEngineering #ArtificialIntelligence #RAGpipelines #AIoptimization #MachineLearning

Announcement image showing the Vectorize SOC 2 Type II compliance milestone with the official Prescient Security ‘Tested and Attested’ badge. Text reads: ‘Vectorize is now SOC 2 Type II Compliant.’

Vectorize is now SOC 2 Type II compliant!

Secure, reliable infrastructure for teams building with Vectorize—audited and verified by @prescientsecurity.

Full write-up here: vectorize.io/vectorize-is...

#SOC2 #RAGPipelines #DataSecurity