James Fristik

Edge AI Starter Kit: Run Useful Models On An Old PC Or Pi

James FristikDecember 31, 2025December 31, 202508 mins

Edge AI is the simplest way to turn an old PC or Raspberry Pi into a private, low-cost AI machine. This starter kit shows how to run offline transcription with Whisper, local object detection with YOLO plus ONNX Runtime, and small text models with quantization. Build one useful workflow first, then scale with OpenVINO or Pi AI accelerators.

AI Articles

Prompting For Tone Control: Slider Words & Guardwords That Hold Style

James FristikDecember 31, 2025December 31, 202506 mins

Tone is the hardest part of AI writing, because vague prompts like “friendly” mean a thousand different things. This article shows a simple two-part system: Slider Words (stack 2 to 3 adjectives to dial in the vibe) and Guardwords (clear “do not” rules that block cringe). Use both to make outputs sound like your brand.

“Boss Stack” Prompts for Content Creators Who Need Speed, Not Fluff

James FristikDecember 31, 2025December 27, 2025011 mins

Boss Stack Prompts for Content Creators Who Need Speed, Not Fluff give you a small set of reusable prompts that cover ideas, outlines, drafts, edits, repurposing, visuals, and reviews. In this guide, you get practical templates and trusted resources so you can post faster, keep your voice, and stop wasting hours chasing “perfect” prompts.

BYO Data For GPT-5: Fine-Tune Without Getting Sued

James FristikDecember 30, 2025December 27, 202508 mins

Want GPT-5 results that sound like your business without inviting legal trouble? This guide shows how to bring your own data the safe way: build a permission stack, avoid review-gating style shortcuts with content rights, redact personal details, and choose the right customization path. GPT-5 does not support fine-tuning, so you’ll lean on retrieval, distillation, or tuning another model.

The Rewrite Ladder: Turn Messy Notes Into Clean Copy in Three Passes

James FristikDecember 30, 2025December 27, 202509 mins

The Rewrite Ladder: Turn Messy Notes into Clean Copy in Three Passes is a simple method for creators who start with rough notes. Pass One fixes structure, Pass Two sharpens meaning, and Pass Three improves readability. You also get ready-to-paste prompts and a checklist that helps you publish clean, trustworthy writing faster.