AI Agent Infrastructure
How Do You Know if Your AI Agent's Work Is Actually Any Good?
Your agent finishes a batch overnight. A hundred thumbnails, a stack of vertical cutdowns, captions on every clip. You o
Layermetry blog
Thoughts, stories and ideas.
Media SDK
No-Code Media Tools: The Wall, the Workaround, and the Fix
No-code media tools are creator tools built for one human editing inside the vendor's UI, and that design intent is
Governance
From AI Output to Approved Asset: The Three Gates Every Media Workflow Needs
A modern model can turn a brief into a thousand finished-looking assets in an hour. Crops, captions, reframed videos, lo
Agentic AI
The Agentwashing Test for Media Tools: Will an Agent Actually Drive It?
You are evaluating a media tool for an AI agent to use, and the demo looks great. A prompt goes in, an image comes out c
AI Agent Infrastructure
Your AI Pipeline Ships in Seconds. The Correction Takes Three Days.
Your AI generation pipeline runs in seconds. A model takes a brief and returns an image, a video, a caption, and the cos
Agentic AI
The Work Only You Can Do, and Everything Else You Can Hand Off
You did not get into this work to resize the same banner into thirty placements. You got into it for the idea, the first
Brand Consistency
Past Templates: Keeping AI Media On-Brand at Scale Without Checking Every Asset
For years, the answer to keeping a brand safe at scale was the template. Lock the layout, lock the colors, lock the logo
Developer Tutorial
How to Vibe Code Your Design App in 2026 Without Hitting a Wall
You can build a real design app in 2026 by describing it to an AI tool and watching the code appear. A designer who has
Media SDK
Four Bets the 2010s Media Stack Made That Broke, and What Replaced Each
Four architectural bets buried in the 2010s media stack broke in the same eighteen months, and there is real upside in b
Media Architecture
How to Get the Same Result Twice From an AI That Never Gives You the Same Result Twice
Here is the tension most teams meet when they put a generative model into a media pipeline. The model is probabilistic b
Media SDK
How Video editing has evolved 2026
Video editing went from a $1,500 desktop craft to an HTTP call to a browser tab to an agent task in fifteen years. Each
AI Agent Infrastructure
When You Let an AI Agent Edit for Your Users, What Can It Actually Touch?
You connect an AI agent to your product so it can edit media for your users. Crop a hero image, retouch a headshot, refr