How I Used Codex to Fix an Item Count That Went Negative
A simple bug became a useful lesson in where AI helps most: reproduce the problem first, then let it scan the details people tend to miss.
Read moreFIELD NOTES / ISSUE 01
Make the problem clear,then make it real.
I am KK, a game developer exploring what happens when human judgment and AI execution are treated as one practical system.
HUMANintent
AGENTexecution
KKshared context
01 / COLLABORATION FIELDHUMAN ↔ MACHINE
✳CURRENTLY EXPLORING
AI collaboration, game development, and the small details that turn a working idea into a reliable system.
SELECTED WRITING
Notes from the implementation layer.
Practical tutorials, failure postmortems, and clear-eyed breakdowns of new AI capabilities.
How I Work with Codex When It Cannot Run the Game Engine
Game engines and platform APIs contain rules AI cannot directly verify, so I validate the critical path first and then let Codex expand the proven method into a complete feature.Read moreWhy I Want Agents That Can Operate a Computer
When I follow new models and agents, I care less about the numbers than the tasks they can actually complete and the control I should keep.Read moreWhy I Built My Own Infrastructure: Keeping an AI Workflow Reliable
I did not build my own network infrastructure to show off. My work depends on AI, and when the tools became unreliable, I needed to make the workflow reliable again.Read more
THE WORKING METHOD
I keep the judgment. I delegate the repetition.
Codex is most useful when the goal is clear, the critical path is verified, and the context is shared.
Set the intent
Define the outcome, constraints, and what done actually means.
HUMAN / DIRECTIONValidate the path
I personally run the engine, API, or real-world steps that an agent cannot verify.
HUMAN / VALIDATIONLet the agent expand
Once the method is proven, Codex handles implementation, repetition, and detail checks.
AGENT / EXECUTIONABOUT KK
I like turning ideas into systems.
I build games, investigate technical problems, and use AI as a serious working partner. This site is where I keep the useful parts: what worked, what failed, and what I learned while shipping.
Read the full profile↗KK's notes on AI, game development, Codex collaboration, and practical technology exploration.
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