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see ya space cowboy...

Taylor Johnson

I make opaque infrastructure and AI systems legible enough to debug, automate, and trust.

I work where systems are powerful but hard to explain: auth stacks, Linux/networking boundaries, developer environments, AI coding agents, eval harnesses, and internal platforms. My usual output is the missing map — docs, tools, traces, reports, and visualizations that help teams understand what the system is doing and decide what to change next.


Work with me

I help teams make complex infrastructure, developer tooling, security boundaries, and AI workflows easier to understand, reproduce, and improve.

What I can help with

Typical themes: opaque software and infrastructure, security boundaries, developer tooling, and AI-agent workflows — made easier to inspect, debug, and trust.

  • System mapping sprint
  • Dev environment / CI sprint
  • AI workflow evaluation sprint
Good first projects

Small, bounded work tends to fit best: diagnostics, internal tools, repo or CI cleanup, observability hooks, eval or reporting passes, dashboards, or documentation that makes a system legible.

System mapping sprint. I reverse-engineer unclear infrastructure, auth flows, deployment paths, or internal tools into diagrams, runbooks, risk notes, and concrete cleanup recommendations.

Dev environment / CI sprint. Make your project easier to run, test, and deploy by cleaning up Docker, local setup, dependency drift, CI/CD pipelines, and build reproducibility issues.

AI workflow evaluation sprint. Make AI prototypes measurable by defining success criteria, capturing traces, comparing versions, and reporting what improved or regressed.

Rates and scope

Typical starting point: $60/hr, with fixed-scope starter projects available for well-defined work.

If you are not sure how to scope something, describe the system and what feels unclear — we can pick a narrow first slice.

Resume

My Background.

Blogs

Search through my back catalog.

Taylor Johnson

I make opaque infrastructure and AI systems legible enough to debug, automate, and trust.

I work where systems are powerful but hard to explain: auth stacks, Linux/networking boundaries, developer environments, AI coding agents, eval harnesses, and internal platforms. My usual output is the missing map — docs, tools, traces, reports, and visualizations that help teams understand what the system is doing and decide what to change next.


Work with me

I help teams make complex infrastructure, developer tooling, security boundaries, and AI workflows easier to understand, reproduce, and improve.

What I can help with

Typical themes: opaque software and infrastructure, security boundaries, developer tooling, and AI-agent workflows — made easier to inspect, debug, and trust.

  • System mapping sprint
  • Dev environment / CI sprint
  • AI workflow evaluation sprint
Good first projects

Small, bounded work tends to fit best: diagnostics, internal tools, repo or CI cleanup, observability hooks, eval or reporting passes, dashboards, or documentation that makes a system legible.

System mapping sprint. I reverse-engineer unclear infrastructure, auth flows, deployment paths, or internal tools into diagrams, runbooks, risk notes, and concrete cleanup recommendations.

Dev environment / CI sprint. Make your project easier to run, test, and deploy by cleaning up Docker, local setup, dependency drift, CI/CD pipelines, and build reproducibility issues.

AI workflow evaluation sprint. Make AI prototypes measurable by defining success criteria, capturing traces, comparing versions, and reporting what improved or regressed.

Rates and scope

Typical starting point: $60/hr, with fixed-scope starter projects available for well-defined work.

If you are not sure how to scope something, describe the system and what feels unclear — we can pick a narrow first slice.

see ya space cowboy...

Resume

My Background.

Blogs

Search through my back catalog.