Chunking Strategies for Structured Data in RAG Systems

While developing RAG pipelines across various enterprise use cases, a stakeholder asked me a question that stopped me mid conversation: "Can our database become a source for our knowledge base, just like our SharePoint documents? Can RAG give us answers by querying...

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PXE Boot From S3 Without a Traditional Boot Server

There’s a classic bootstrapping paradox in provisioning. To install an OS, you need something already running on that machine. Historically, it was an image on CD or USB, which scales badly already if you have more than two or three machines. Moreover, what if you...

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248 Blog Posts To Learn About Git

248 Blog Posts To Learn About Git

Let's learn about Git via these 248 free blog posts. They are ordered by HackerNoon reader engagement data. Visit the Learn Repo or LearnRepo.com to find the most read blog posts about any technology. Git is a free and open source distributed version control system...

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Persistent AI Agent Memory Is a Write-Path Cost Problem

Persistent memory turns into an infrastructure cost long before it turns into a quality problem. Here is where the cost and latency actually go, and the levers that move them. Memory is a write-heavy workload Adding memory to an agent is usually framed as a quality...

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All Bait and No Fish

I’ve been helping a friend out with their job search for a couple of weeks, and got an email back from them the other day: I applied for a few more with no response still. At this point it feels like throwing out a fishing line with no bait. I wanted to share some of...

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The Problem With Measuring AI in Trillions of Tokens

The supplied DOCX looks, at first glance, like a market story about scale. It contains a dramatic token number, charts, vendor-style architecture slides, and several customer-outcome statements. The interesting story was not the largest number. It was the missing...

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