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.
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Updated
Aug 11, 2026 - Go
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.
First Principles Framework (FPF): AI-native pattern languages for systems engineering, research and management. Shared human-AI reasoning for architecture decisions, evidence, trade-offs and method engineering. FPF Core and domain frameworks (DPFs).
What to Read to Learn More About DevOps
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
A divide-and-conquer wiki of system-design skills for Claude Code — reason about scalable systems, don't memorize architectures.
Recipes for using the SysML v2 API
A neuro-symbolic runtime architecture (DIR) for Responsibility-Oriented Agents (ROA). By decoupling probabilistic LLM reasoning (User Space) from deterministic execution (Kernel Space), it ensures safe, invariant-driven, and auditable AI autonomy.
Design Structure Matrix Editor - An application for editing and designing Design Structure Matrices (DSM)
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
Portable MBSE domain agents for AI-assisted systems engineering
A curated list of resources for ML Systems Engineering - hardware, compilers, distributed training, inference, and production operations.
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.
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