efficiency.love
The operator

Before you hire the work, meet the person doing it.

I'm Joshua — a self-taught technology generalist who builds AI agents, data pipelines, and real software, and ships all of it where you can check it. No agency, no hand-off to a junior. The person you talk to is the person who does the work.

// Joshua · technology generalist · United States, remote & async-friendly · open to projects and the right role
55+
public repos, and counting
A dozen+
named agents in one fleet
100%
built in the open

I don't specialize in one lane and stop there. I wire the whole stack together — a memory system with its own vector database, a fleet of agents that hand off work on a schedule, a live inventory tool solving a real operational problem — and then I write down what broke.

Where I come from

By day I work in the field for a physical-security company — vaults, ATMs, access control — systems where "close enough" isn't a thing and a mistake is expensive. That's where I learned to respect real operational data.

By night I taught myself to build: Python, SQL, Git, Linux, security. Not from a bootcamp certificate, but from shipping projects until they ran. The portfolio is the proof, and it's all public.

How I actually work

  • I build in the open. The commits, the field notes, even the failures — all public and checkable.
  • I wield AI as a force multiplier, not a crutch. The judgment is mine; the leverage is the machine.
  • I ship, then I document what broke. Every scar becomes a field note someone else can learn from.
  • I move fast without breaking your things: read-only first, you approve, every change reversible.
A few of the fifty-five

Proof over promises.

01

JayBrain

A personal AI memory system built from scratch: an MCP server with a vector database, hybrid search, and local embeddings. The kind of thing companies charge a monthly fee for.

from scratch · 200+ commits
02

Elmer

An equipment-tracking and inventory tool running on a live server, solving a real operational problem, not a demo. The most-worked project in the whole portfolio.

live in production · 450+ commits
03

The fleet

A dozen-plus named agents — an orchestrator, researchers, a chief of staff — that coordinate, hand off work, and run on a schedule without me sitting there.

one operator · many agents

What you get working with me

  • A generalist who moves across the whole stack: agents, pipelines, Salesforce, front-end.
  • Someone who has already stepped on the rakes, so your project doesn't.
  • Work you can audit: real repos, real history, real field notes. Nothing behind a curtain.

Right now I'm taking on

  • Salesforce data cleanup — dedup, field-fill, standardize. Guarded, logged, reversible.
  • Automation and data-pipeline work for small teams drowning in manual steps.
  • The right remote role, for the right team. Two doors, one builder.

You've seen the work.
Now let's talk about yours.

// hello@efficiency.love