Engineering decisions engine that know when they're stale. Frame, compare, decide — with evidence decay and parity enforcement. For Claude Code, Cursor, Gemini CLI, Codex and more.

The latest incremental release of SysML v2. Start here.

What to Read to Learn More About DevOps

First Principles Framework (FPF): Pattern language and core specification for admissible action in problematic engineering, research, and mixed human/AI work.

Pilot implementation of the SysML v2 textual notation and visualization

Wind Plant Integrated System Design and Engineering Model

⚙️ System Engineering and Devops training module

Proof-of-concept pilot implementation for the Systems Modeling API and Services.

A Python package for the Systems Modeling Language (SysML) for Model-based Systems Engineering (MBSE) applications

A polemic on software design

Recipes for using the SysML v2 API

Design Structure Matrix Editor - An application for editing and designing Design Structure Matrices (DSM)

The first open-source implementation blueprint for Intelligent AI Delegation. A deterministic runtime (DIR) and architecture for Responsibility-Oriented Agents (ROA) to bridge the gap between LLM reasoning and safe, auditable production execution.

Java EE 7 Petclinic

Matthew Kolakowski Learning Journey with Articles on Time Series Analysis, Machine Learning, Python Programming, and Systems Engineering.

A .NET implementation of the OMG SysML2 specification

Engineer specializing in distributed backend architectures, embedded systems, firmware development, and production-grade software design. Builds efficient, fault-tolerant systems with a focus on scalability and long-term maintainability.

The Specification for the System Architecture Framework (SAF)

Execution framework for multi-task model parallelism. Enables the training of arbitrarily large models with a single GPU, with linear speedups for multi-gpu multi-task execution.

A curated list of resources for ML Systems Engineering - hardware, compilers, distributed training, inference, and production operations.