Writing

The engineering record.

Case studies, series, and technical notes about how systems were built, why the architecture took its final shape, and where the evidence stops.

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W-04 22 June 2026

Hardware / Case study

Pushing the Limits: Overclocking SPECULAR-CORE

A full system optimisation pass on SPECULAR-CORE: BIOS-level memory and Infinity Fabric synchronisation, a hand-built GPU voltage/frequency curve, cooling tuned around real-time audio noise constraints, and thread scheduling aligned to the 9950X3D dual-CCD layout.

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W-07 Coming July 2026
DevOps Cloudflare Workers CI/CD Observability GitHub Actions
~10 min read

Atlas Lab

Live Observability // Coming Soon

Pipeline events from all eight repos now write into the same ring buffer the Lab page already reads, alongside a live pipeline status grid and a self-documenting API surface map. None of it required new infrastructure; it required finally looking at infrastructure that already existed.

Background The Persist-Only Decision Wiring It Into Every Pipeline Closing the Surface
Coming soon
W-06 Coming July 2026
DevOps GitHub Actions Cloudflare CI/CD Infrastructure
~12 min read

Atlas Systems CI/CD

Reusable Pipelines & Hard Gates // Coming Soon

Ten repos brought onto a consistent, gated, observable CI/CD estate. Two reusable GitHub Actions workflows in atlas-infra define the pipeline once; every other repo inherits it through a 12-line caller file, with Cloudflare Pages native integration disconnected so Actions is the only path to production.

Background Reusable Workflows as the Architecture Gating atlas-notify Through workflow_run Hard Gate or Soft Gate The Token Model
Coming soon
W-05 NEXT CHAPTER // JULY 2026
DevOps Infrastructure CI/CD Cloudflare Workers Observability
~12 min read

Atlas Systems Infrastructure

Infrastructure Dashboard & Observability // Coming Soon

Building a live infrastructure dashboard and automated deployment pipeline across ten Cloudflare Workers repos, starting from manual deploys with no audit trail and ending with a self-reporting system that documents its own operation in Discord. A single authenticated event bus accepts three webhook auth dialects, observability Workers proxy GitHub and Cloudflare analytics behind cached endpoints, and identical GitHub Actions workflows deploy every Worker on push, all on free-tier infrastructure at zero cost.

Architecture The Event Bus Observability Workers CI/CD Automation Personal Tooling
The next chapter
W-04 22 June 2026
Hardware Overclocking Performance AM5
~13 min read

Pushing the Limits: Overclocking SPECULAR-CORE

SPECULAR-CORE — Hardware Tuning // Case Study

A full system optimisation pass on SPECULAR-CORE: BIOS-level memory and Infinity Fabric synchronisation, a GPU voltage/frequency curve built by hand after a beta tool's batch editor failed, AIO and case cooling tuned around real-time audio noise constraints, and Process Lasso thread scheduling that finally gives Windows architectural awareness of the 9950X3D's dual-CCD layout. Validated through a full overnight stress test with zero crashes, zero thermal events.

Memory & Fabric Sync GPU V/F Curve AIO Cooling Process Lasso CCD Scheduling Stability Validation
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W-03 27 May 2026
AI / LLMs RAG DevOps Docker
~12 min read

Building a Private AI Infrastructure From Scratch

Ramone — Local AI System // Case Study

How I designed and built a fully self-hosted AI system running five LLMs locally on consumer hardware — zero cloud dependency, zero data egress. This covers the full stack: WSL2 as the hypervisor layer, Ollama for model serving, Docker for containerisation, and Open WebUI as the interface. Includes the boot automation system, RAG pipeline architecture, and the hardware portability decisions that make the whole thing rebuildable in under 30 minutes.

System Architecture Model Selection RAG Pipeline Design Boot Automation Hardware Decisions Workbot Engineering
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W-02 30 April 2026
Audio Systems Game Dev Unreal Engine 5
~15 min read

Engineering a 15-Stem Dynamic Audio Engine for Competitive Game

SlamPunk — Dynamic Mix Engine // Case Study

A deep technical breakdown of the audio architecture behind SlamPunk — how a 15-stem interactive music system was designed to mirror player performance in real time, the MetaSound graph structure, the Blueprint logic driving intensity transitions, and the spectral carving decisions that keep competitive gameplay cues surgically clear at peak musical intensity.

Stem Architecture MetaSound Design Blueprint Logic Submix Hierarchy Sidechain Ducking Export Pipeline
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W-01 28 March 2026
Generative Audio Max/MSP DSP Jitter
~14 min read

Building an Autonomous Generative Audio-Visual System

SONIN — Dual-Engine Generative System // Case Study

A full technical breakdown of SONIN — an autonomous digital instrument built in Max/MSP that composes its own evolving music and visuals in real time by continuously listening and reacting to the sounds it creates. Covers the dual-engine architecture, the three engineering problems that nearly broke it, and the DSP solutions that made it stable.

Melodic Engine Granular Synthesis Feedback Loop GPU Visual Pipeline DSP Problem Solving Max/MSP Architecture
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