Blog
Labeling Existing SharePoint Documents at Rest with File Extension MatchingThe free, undocumented path to retroactively labeling everything in SharePoint and OneDrive — and the Purview dashboard gotcha that makes everyone give up on it.
Calling Nellie a Memory Store Sold It ShortNellie isn't a memory store — it's hook-based context engineering middleware for Claude Code. And academic validation of the category just landed on arXiv.
I Cut My AI Bill in Half by Working FasterI was rationing a $200/month AI plan. Now I'm uncapped on $100. The bottleneck was never compute — it was workflow.
amp-rs: The Reference BoardIf AMP is the spec, amp-rs is the working board — the Rust reference implementation of Agent Memory Protocol. Clean, opinionated, and ready to run.
How I Built NellieEvery session started the same way — paste in context, burn half the window, start working. I was tired of this loop. So I built a memory system that remembers what matters.
Are We Solving Context Wrong?The AI industry keeps pushing bigger context windows. But context reset isn't a capacity problem — it's a signal problem.