Workflow design 6 min
A Node Graph Is Not a Better Timeline
Timeline and node-based editors solve different coordination problems. The useful question is where each model belongs in a modern content workflow.
IceFold Blog
Build a reusable production method, not just the first output
Field-tested mental models and practical guides for connecting AI, media editing and human judgment—then reusing what works for the next piece and every required version.
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AI workflows 5 min
A Chat Transcript Is a Terrible Place to Run a Content Pipeline
Chat is excellent for finding an answer. Content production also needs artifact identity, dependencies, approvals, and selective reruns.
Practical guides 6 min
How to Evaluate an AI Content Tool Without Getting Distracted by the Demo
A practical benchmark for testing revision, repeatability, version isolation, review, failure recovery, and final handoff—not just first-generation quality.
Content operations 6 min
Stop Duplicating Projects: Model Content as a Version Matrix
Languages, platforms, and durations are dimensions of one production. Treating them as unrelated projects creates avoidable drift.