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Notes From Heck

I’m a developer, a hobbyist biker, and a Linux enthusiast. When not riding into the sunset, and not being a general nuisance, I like to experiment with new syst

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Minigraf: A Spiritual Successor to RecallGraph

It has been roughly five years since the last release of RecallGraph. The repository has been quiet for most of that time, and is now formally archived. The reasons are not particularly dramatic: the

Exploring Temporality in Databases

Update (2026): the thinking in this post is now carried forward in Minigraf Getting Started with Time Time is of some importance to humans. The best scientific minds have yet to unravel all its myster

Introducing foxx-tracer

About OpenTracing Application performance monitoring and distributed tracing have become invaluable tools in the hands of modern application developers, providing critical insights into the inner workings of applications and helping isolate performan...

RecallGraph Presented @ Open Source Directions

Update (2026): the thinking in this post is now carried forward in Minigraf A webinar recording of RecallGraph, where I discuss its roadmap, adoption and development efforts. Apologies in advance for

RecallGraph v1 Released

Update (2026): the thinking in this post is now carried forward in Minigraf RecallGraph is a versioned-graph data store - it retains all changes that its data (vertices and edges) have gone through to

RecallGraph Presented at ArangoDB Online Meetup

Update (2026): the thinking in this post is now carried forward in Minigraf A webinar recording of RecallGraph, presented at ArangoDB Online Meetup, as part of their Community Pioneers Initiative. htt

Introducing CivicGraph

Update (2026): the thinking in this post is now carried forward in Minigraf I would like to introduce an open source, Apache 2.0 licensed project of mine: https://github.com/CivicGraph/CivicGraph Civi

A Closer Look at Delta Arithmetic

In their 1996 paper published in ACM Transactions on Database Systems, Ghandeharizadeh et al. defined a formal algebra around Deltas (the encoded difference between any two states of a system) in a relational database. Their definition is actually ge...

Exploring Graph Database Versioning Approaches

Update (2026): the thinking in this post is now carried forward in Minigraf Building on my previous post, where I emphasize the need for versioned graph databases, I explore a few of the possible appr

The Case for Versioned Graph Databases

Update (2026): the thinking in this post is now carried forward in Minigraf Why Graph Databases? Graph databases have become ubiquitous over the years due to their incredible representational and quer