Media Architecture
Why AI Observability in a Media Pipeline Is Never a One-Time Setup
Your media pipeline ran ten thousand times last night. Background removal, captioning, thumbnail generation, each one fa
Layermetry
Thoughts, stories and ideas.
Start here
From zero to agentic design
New to LLMs and AI agents? Start with the big one below, then keep going. Designers, PMs and marketers go beginner to advanced. Builders and vibe-coders jump straight to the docs.
Start with the basics
LLMs for Creative Teams: A Clear, Plain-English Guide
What an LLM actually is, in plain English. No code, no jargon — the one read that makes everything after it click.
Start reading →Then keep going
LLMs, Agents, and Frontier Models, Explained for People Who Lead the WorkThe mental model: generative vs agentic.Read →
The AI Models Worth Knowing for Designers in 2026Which models matter for creative work.Read →
The Work Only You Can Do, and Everything Else You Can Hand OffThe shift, and the work that stays human.Read →
Agent Memory
Your AI Agent Loses Its Work the Moment Its Memory Fills Up
You hand a long media job to an AI agent and walk away. Cut the footage, color it to brand, reframe it for three channel
Agentic Editing
How to Pick a Media Editor Your AI Agent Can Actually Drive
You picked the agent. You picked the model. Now you need somewhere for that agent to actually do the editing, crop, reto
Founder POV
When Your Top User Is a Machine, Your Media API Is a Different Product
For years the main caller of your media API was a person. They opened a screen, uploaded a file, dragged a slider, and c
AI Agent Infrastructure
Your AI Pipeline Breaks Where One Agent Hands Off to the Next
You wire up a media pipeline out of AI agents. One agent transcribes and pulls the highlights, another reframes the foot
Governance
Enterprise AI Video Is Everywhere. Governance Is Not.
Adoption at 90%-plus. Governance below 1 in 4. That asymmetry is not a technology problem. It is a structural one, and w
Brand Consistency
Your AI Agents Forget Your Brand Between Every Turn. Here Is Why.
You point a chain of AI agents at your media and the work comes back almost right. One pass nudges the blue a shade off.
Media Architecture
How to Design a Media Pipeline an AI Agent Can Actually Run
You want an AI agent to run your media work end to end. A brief comes in, and the pipeline reframes it for every channel
AI Adoption
What 100+ Fortune 500 content teams are quietly learning about AI adoption
Governance
When an Agent Edits on Your Behalf, Who's Accountable?
A standard audit log makes one quiet assumption: one identity per action. One person clicked, at one time, and the row i
AI Agent Infrastructure
AI Agent Identity Governance: Verifying the Delegation Chain
Your legal team flags an AI-edited image. The agent ran correctly, the OBO (on-behalf-of) token was valid, and the C2PA
Brand Consistency
How to Keep Your Brand Steady When a Chain of AI Agents Edits Your Media
You have probably seen this failure. A chain of AI agents edits your media, and across twenty turns the brand quietly wa