Engineering Notes
Long-form tutorials, experiments, and implementation notes for people building useful AI systems.
Text-to-Image Models: Choosing the Right Workflow for Production
A practical framework for selecting text-to-image workflows that balance speed, control, consistency, and review.
From Prompt to Consistency: Building a Repeatable Image Generation System
How to turn prompt experiments into a consistent visual system with templates, references, versioning, and review.
Text-to-Video Workflows: From One-Off Clips to Reusable Pipelines
A practical way to design text-to-video pipelines that connect story, keyframes, generation, review, and delivery.
Designing ComfyUI Workflows for Control, Speed, and Reuse
How to structure ComfyUI graphs so creative teams can control inputs, improve iteration speed, and reuse reliable workflows.
Human-in-the-Loop Creative Automation with AI
How to combine image and video generation with structured review so creative automation stays useful, accurate, and on-brand.
VRAM Squeezing & Concurrency Optimization on a Single RTX 4090
A practical playbook for improving local LLM throughput without sacrificing stability or context length.
Building Closed-Loop Browser Automation with Playwright and AI Agents
How to combine deterministic browser control with model-guided planning and reliable verification.
A Practical GEO Framework for Technical Websites
Structured content, explicit entities, and citation-ready pages for generative search systems.