Choosing the Right Whisper Transcription Engine for Apple Silicon
Comparing faster-whisper, mlx-whisper, and openai-whisper for batch audio transcription on Apple Silicon — CPU vs Metal GPU, model compatibility, and which engine won.
Comparing faster-whisper, mlx-whisper, and openai-whisper for batch audio transcription on Apple Silicon — CPU vs Metal GPU, model compatibility, and which engine won.
Building a Python scraper to extract course content from GoHighLevel — handling extensionless images, interactive quiz widgets, and recursive lesson discovery.
The decision to retire a 2014 Windows PC when an M2 Max Mac outperforms it at every task — degrading power supply, flickering lights, and the math of fixing old hardware.
Self-hosting Qdrant vector database on a Synology NAS with Docker and Portainer — zero monthly cost, private, and accessible from any machine on the network.
Debugging 404 errors in Google Search Console — stale cache, bad sitemap entries, www subdomain crawling, and the tag that shouldn't have existed.
After months fighting Next.js static export limitations, I rebuilt both ricsmo.com and course.coach with Astro. Smaller pages, faster builds, zero JS by default.
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Former Dean turned instructional designer and online course creator. I help coaches and consultants turn their expertise into courses people actually finish.
25 years in education and training. Built software, wrote curricula, and trained 39,000+ professionals across all 50 states.
Based in Phoenix, Arizona