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rimas silkaitis

the only wisdom comes from knowing that you know nothing

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multi-agent collaboration via evolving orchestration

Understanding Postgres 19 Property Graphs

What SQL/PGQ property graphs are, how a relational schema maps onto them, what they compile to, and tables can be both a vertex and an edge.

Your Model Reads the Whole Database. What Counts as an Explanation?

Relational deep learning runs models directly over multi-table databases, with no human-written joins. That convenience makes the models hard to explain. Two 2025-2026 papers take opposite shots at the problem: SQL views versus meta-paths. A look at whether the space has legs.

Your Database Schema Is a Graph

A close read of the position paper that proposed treating relational databases as graphs.

Git for Data: What MatrixOne Gives Up to Diff a Table in 3 Seconds

MatrixOne brings git-like version control to database tables: clone, branch, diff, and merge terabyte-scale datasets using MVCC and immutable storage, with benchmarks showing 100-500x speedup over SQL-based approaches.

Enzyme: Incremental View Maintenance for Data Engineering

A practical teardown of Enzyme (Databricks’ IVM engine): what’s new, how it works end-to-end, when it wins, and where it breaks.

Case Practice: Enterprise Customer Product Judgment

Prioritization Isn't a Method. It's Context.

LEANN: The Vector Index That Throws Out the Vectors

Cultivating Product Management Teams with the Case Method: Why Practice Makes Insight

Why I Moved My Site from Hugo to Astro

Why AI Agents Still Need You

Cracking CodeWhisperer: How Developers Actually Use AI in Their IDEs

Agentic Property Testing

Markdown Style Guide

Here is a sample of some basic Markdown syntax that can be used when writing Markdown content in Astro.

Greenplum Going to Hybrid Transactional Analytical Processing

Exploring Greenplum's journey toward HTAP and what it means for the future of hybrid transactional and analytical databases

Running Crystal on an M1

Getting Node working on a Mac M1

The McElroy Memo

Arrow Native Storage

Framing New Product Opportunities

My framework for vetting opportunities before I decide to build something

REP Fitness Inventory Tracker

OctoSQL

Bases of Power for Product Managers

Understanding the different bases of power and how product managers can leverage them effectively

Planning Beyond Small Teams

How to scale planning practices from small teams to entire organizations

Generating a Date Series in Presto

Get to Know Branding

Reflections on the most valuable MBA class and lessons learned about branding in business

My Product Principles

Seldomly Used SQL: bool Aggregate Functions

A guide to using bool_or and bool_and aggregate functions in Postgres for more powerful data analysis

Data Modeling in Cassandra from a Postgres Perspective

Moving from Postgres to Cassandra isn’t just changing databases — it’s changing how you think about data modeling.

A Methodology for Retiring Products

A practical guide for product managers on how to sunset products and features with empathy and proper planning

From Postgres to Cassandra

What makes Cassandra different if you know relational databases

Designing Command Line Experiences

Web apps get all the design love, but the command line deserves delight too. Here’s a set of principles for designing command line experiences