Writing
Notes from the production layer. page 2
Technical notes, experiments and post-mortems from applied AI, automation and digital product systems. Each one starts with the same question: what actually happened when the system had to produce an outcome?
Materials Are Becoming Learned Programs
A material is texture maps, parameters and shader code. It is starting to become a small learned program that answers a rendering question.
Procedural Systems Are Expanding Beyond Geometry
Geometry Nodes started with a narrow name. Blender 5.2 puts physics, sound and object data through the same graph.
The Unit of AI Work Is Becoming the Task, Not the Turn
Chat taught us to think one turn at a time. Long-running agents make the task the thing that is scheduled, resumed and reviewed.
Game Engines Are Becoming Operating Systems for Worlds
Engines have been judged on what they render and simulate. The Unreal 6 roadmap points at operating a world rather than drawing one.
The Model Is Becoming a Replaceable Backend
Choosing a provider used to mean choosing an architecture. A stable interface makes replacement possible and evaluation makes it safe.
The Harness Is Part of the Capability
The same model behaves differently depending on context policy, tool design and execution feedback. That surrounding software is not neutral.
Physics Engines Are Becoming Trainable Components
A simulator predicts what happens next. A differentiable one can answer which parameter should change to stop the failure.
The Agent Needs an Environment, Not Just Tools
A search function and a database query were enough for short loops. Longer work needs a place to stand.
Coding Agents Are Becoming General-Purpose Computer Workers
Repositories were a friendly environment: text in, terminal actions, checkable results. That was a starting point, not a boundary.
Open Standards Outlive Model Generations
A year after the MCP bet, the argument can be checked against what happened rather than what was hoped.
Colour Management Is a Pipeline Contract
Blender 5.0 reads as better display options. Giving a file an explicit working colour space is an architectural change.
The Best Model May Be a Router, Not a Model
GPT-5 moves model selection inside the system. The interesting unit stops being which model and becomes which compute policy.
World Models Are Not Game Engines Yet
Genie 3 generates a navigable 720p world at 24 fps. Production work needs state you can inspect when something goes wrong.
Memory Is Becoming a System Capability
A follow-up to the long-context argument. Storing, selecting and expiring facts is turning into a named part of the product.
Coding Agents Change the Unit of Software Work
AI coding tools have been judged where code appears on screen. The boundary moves when the agent owns a task instead of a snippet.