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A quiet corner of the internet. No ads on the blog, no autoplay, no noise — just things I'm learning and building, in my own words. Plus a shelf of hands-on posts.
subscribe via RSSAugust 26, 2026 · 1 min read
A genuine deal alert: the ELEGOO Centauri Carbon 2 Combo with enclosure and AMS is down to $285 after stacking eBay discounts. Here's why it's worth your attention.
August 18, 2026 · 2 min read
A look at where the OpenVINO backend in llama.cpp stands right now, including recent Qwen3.5 MoE support and my experience trying it.
Is the Elegoo Centauri Carbon 2 Combo the best budget multicolor 3D printer? Specs, the CANVAS 4-color system, owner-reported issues, and who should buy it.
advancedA practical OpenVINO guide to running large Mixture-of-Experts models with GPU memory offloading and disk streaming, including current commands and OVMS deployment examples.
advancedA practical RAM-tier guide to running current Qwen models on Intel Core Ultra integrated GPUs with OpenVINO and OVMS, from 16 GB systems through 64 GB configurations.
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A complete, linkable map of the site: practical guides first, then the hand-written blog. Browse by collection or jump straight to a category.
34 published articles
Is the Elegoo Centauri Carbon 2 Combo the best budget multicolor 3D printer? Specs, the CANVAS 4-color system, owner-reported issues, and who should buy it.
A practical OpenVINO guide to running large Mixture-of-Experts models with GPU memory offloading and disk streaming, including current commands and OVMS deployment examples.
A practical RAM-tier guide to running current Qwen models on Intel Core Ultra integrated GPUs with OpenVINO and OVMS, from 16 GB systems through 64 GB configurations.
A technical look at how Optimum Intel exports Qwen3.5 MTP, connects hidden states and shared embeddings, manages KV cache, and integrates the MTP head with OpenVINO speculative decoding.
Export Qwen3.5 MTP models to OpenVINO IR and understand the separate MTP graph, inputs, KV cache, and model-directory layout.
Troubleshoot Linux laptops that immediately wake from suspend by investigating erroneous wake events from hardware sources such as input devices, the Intel ISH, and other platform devices.
Run Qwen3.5 or Qwen3.5-MoE with OpenVINO MTP speculative decoding, including model export, runtime setup, and the current one-token assistant configuration.
DSpark is not currently supported by OpenVINO GenAI, so it cannot be used through the GenAI API.
Export DFlash draft models and their target models to OpenVINO IR, then run speculative decoding with OpenVINO GenAI.
Install Moonraker and either Fluidd or Mainsail on a supported Creality printer with Creality Helper Script, verify the services, and safely replace or restore the stock web interface.
Install Creality Helper Script on supported Creality K1 and Ender-3 V3 printers, enable root access, connect over SSH, and install useful Klipper features such as M600 and Moonraker with Fluidd or Mainsail.
Explain whether LM Studio can use OpenVINO on Linux, what backend LM Studio actually uses, and which OpenVINO, Vulkan, or SYCL route makes sense on Intel Arc.
A practical guide to converting supported PyTorch, ONNX, TensorFlow, TensorFlow Lite, PaddlePaddle, and JAX/Flax models into OpenVINO Intermediate Representation using the official OpenVINO conversion APIs and CLI.
If an AI-capex crash caused HBM prices and capacity to collapse, Nvidia could have an economic reason to bring HBM to a GeForce flagship. Here is why an HBM-equipped RTX 6090-class card is plausible, and what would still stand in the way.
Fix the most common Gymnasium installation and environment errors, including old Gym tutorials, missing extras, rendering dependencies, and Python version issues.
Set up llama.cpp's SYCL backend for Intel Arc and understand the Intel oneAPI pieces behind it.
Use Vulkan-based local LLM applications on Intel Arc, including llama.cpp, LM Studio, and Ollama.
Use Intel OpenVINO for local LLM inference on Arc GPUs and understand where OpenVINO, OVMS, and related runtimes fit.
Install Gymnasium in an isolated Python environment, run a verified CartPole example, understand the reset and step API, and add optional environment families safely.
A practical guide to running local LLMs on Intel Arc: which card you need, how much VRAM each model class requires, and the SYCL, Vulkan, and OpenVINO routes compared.
Set up an OPDS catalog in KOReader to browse and download ebooks directly from your library.
Build and secure an MCP server so AI agents can use your tools: HTTP transport, authentication, and rate limiting, step by step.
Harden your Cloudflare site with WAF custom rules and rate limiting. A practical guide to blocking bots and abusive traffic.
Set up Git and GitHub from the command line: SSH keys, your first commit, branches, and pull requests. Everything you need to start version-controlling projects.
Set up GitHub Actions for continuous integration and deployment. Automate tests and deploys on every push with a reusable workflow.
Set up Node.js, npm, Git, and VS Code for a reproducible JavaScript workflow, then verify the environment with a small project.
Set up a serverless Postgres database with Neon and Drizzle ORM: schema, migrations, and queries without managing servers.
Set up OpenRouter as your AI provider: API keys, the OpenAI-compatible endpoint, and model selection for your apps and agents.
Create a TypeScript project from scratch: tsconfig.json, strict mode, and build scripts. A hands-on setup guide for Node.js and TypeScript.
Configure VS Code for web development with focused extensions, workspace settings, formatting, linting, debugging, and an integrated terminal.
Install and configure Wrangler for local Cloudflare Workers and Pages development, including environment variables, KV bindings, secrets, environments, and deployment.
A hands-on walkthrough of building a Git-backed content site with Astro and shipping it to Cloudflare Pages with zero database.
Hand-written notes and essays, kept separate from the how-to guides.
A genuine deal alert: the ELEGOO Centauri Carbon 2 Combo with enclosure and AMS is down to $285 after stacking eBay discounts. Here's why it's worth your attention.
A look at where the OpenVINO backend in llama.cpp stands right now, including recent Qwen3.5 MoE support and my experience trying it.
devnotes posts are community-checked. If you spot a factual error, an outdated command, or a broken step, select the offending text and a Report button will appear. Your report lands directly with the author, and the guide gets fixed.