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kinkeep.dev

Notes on game engines, graphics, and AI agent development

October 2026

9 min readProject: unity-cli-bridge

Benchmarking My Own Unity CLI, Then Fixing What It Found

I built unity-cli-bridge so scripts and AI agents could drive the Unity Editor from a terminal. A benchmark against three other tools showed where it fell short, I fixed that, and measured again.

6 min read

How a Solo Developer Uses Grok Bot: One Bot per Purpose

I make a bot for each new purpose and talk to each one directly, with no chief bot. How I split chores and dev work across Grok Bot, and the downsides.

3 min read

AI Won't Find the Fun for You

AI can build it, but it can't decide what's fun. Now that implementation cost is close to zero, the time saved should go into deciding what to pursue.

5 min read

On Using AI After Vibe Coding

What's left after vibe coding. Getting intent across, the harness, and running work through an orchestrator and subcontractors.

September 2026

3 min read

Thoughts on Watching the GPT Astra Release

Why trying GPT Astra left me surprised and afraid. What AI reduced was the pain of production, not the pain of creation.

5 min read

Impressions of AI Coding Models, and the Workflow

What Claude, GPT, Gemini, and Grok felt like to use, and a workflow that hands work off to a GitHub issue after the design.

August 2026

9 min read

Building an AI News Agent: One Night to Build, a Month to Fix the Filters

I added an AI news agent to a game dev community. Claude built it in one night, then I spent a month fixing filters that threw away the posts worth reading.

16 min read

Claude Code vs Codex /goal: How Judging Differs, and a 44-Hour Unattended Bomberman Experiment

How Claude Code and Codex /goal judge differently, the straight method and the workaround, and a 44-hour unattended Bomberman run.

May 2026

5 min read

Don't Connect MCP Directly

Why someone who avoids MCP still wrapped Rider's debugger in code: on-demand connections, CLI token filtering, and an Anthropic conclusion found later.

April 2026

3 min read

Why I Switched from github.io to a Custom Domain

A month after launch, Google had indexed nothing. The github.io domain was the cause. Connecting kinkeep.dev changed sitemap processing immediately.

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