Most resumes are already outdated by the time they become polished enough to send.
That problem gets worse when your skills are evolving fast through real work, AI-assisted workflows, and shipping in public. A static document catches the nouns. It misses the motion.
The companion problem is more specific: a resume that doesn't parse. Someone whose work crosses photography, finance, erotica, red-teaming, and AI tooling — no box for that. The resume short-circuits before the reader reaches the actual competencies. The category filter fires before the pattern recognition kicks in.
If the resume won't do it, the trail has to. That trail lives closer to the work than any polished PDF.
The companion piece on why the resume doesn't parse in the first place: Who the Fuck Is This Guy?
Everyone Says They Use AI. Show the Path from Confusion to Competence.
By 2026, everyone can say they use AI. That sentence means almost nothing.
What matters is whether your judgment improved. Whether your workflows got sharper. Whether you built anything real and can show the path from confusion to competence.
That path is invisible on a normal resume. It becomes visible when you document it as you go.
A Running Record of What Changed in Your Thinking
Not a LinkedIn content strategy. Not a hype document.
A running record of what you learned, what you built with it, where the proof lives, and what changed in your thinking. That record can live in a markdown file, a private repo, a public repo, a skills log sitting beside your projects. The specific container matters less than the habit.
Breakthroughs Feel Unforgettable at 2AM and Dissolve in Three Weeks
Because memory lies.
The breakthrough you had during a refactor feels unforgettable at 2:14 AM and somehow becomes a vague blur three weeks later. The exact prompt pattern, the exact architectural decision, the exact before-and-after result — all of it starts dissolving.
Write it down near the work, while the work is still warm. It stays useful. Then it stops being branding and becomes evidence.
VS Code For Building, Codex For Continuity
VS Code is still the right place to shape the work itself. Drafts, repos, commits, architecture, notes, real files.
Codex adds something different: continuity. It remembers the thread of the project, helps tighten copy, cleans drift across repos, spots what still reads weak, carries context from one site or tool to the next without making you reconstruct your own thinking every morning.
VS Code keeps you close to the files. Codex keeps you close to the evolving intent. One is the bench. One is the sharp collaborator standing beside it.
