efficiency.love
Technology generalist, building in the open

One builder. The whole stack. Fifty-five projects deep.

I build AI agents, data pipelines, security tooling, and real software, across the whole stack, and I ship it where you can see it. A generalist who wires the pieces together and makes them run. The commit history keeps growing.

// Always building. Always shipping.
fleet/nova-dispatch.log live
04:00  cron wake · portfolio sweep
→ NOVA dispatch ............ ok
→ Charlie verify claims ...... ok
→ Jethro scan boards ........ ok
→ CAIRN next action ......... ok
04:00  a fleet of agents, one operator
fleet · a dozen+ agents 55+ repos shipped
01  AI agents & orchestration 02  Data pipelines & automation 03  Security & real software Whole stack. Solo. In the open.

I am a technology generalist. I build across the whole stack: a fleet of AI agents, a memory system with a vector database, a live inventory tool, security detection rules, and more. I wire the pieces together and make them run. Then I write down what broke.

Selected work

A few of the fifty-five.

01

JayBrain

A personal AI memory system built from scratch: an MCP server with a vector database, hybrid search, and local embeddings. 227 commits. The kind of thing people pay a monthly fee for.

02

Elmer

An equipment tracking and inventory tool running on a live server, solving a real operational problem. 450 commits and counting, the most-worked project in the whole portfolio.

03

The fleet

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

How I work

  • I build in the open. The commits, the field notes, the failures, all public.
  • 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.

What you get

  • A generalist who moves across the whole stack: agents, pipelines, security, front-end.
  • Someone who has already stepped on the rakes, so your project does not.
  • Proof over promises. Everything here is a real repo with a real history.
Proof, not promises

A few agents, caught working.

// Real agents from my own fleet. The full record lives in the build log.
Work with me

Salesforce data, cleaned — safely.

Duplicate accounts, blank fields, stale records: they quietly break your reporting and slow your team. I fix it as a one-time, done-for-you project — the same rigor as everything else here. Read-only audit first, you approve the plan, and every change is logged and reversible. No black box, no subscription.

Audit

See what's wrong

A read-only report of every data issue in your org — duplicates, gaps, stale records — with a fix plan. Nothing is changed.

// flat fee · foot in the door
Cleanup

Fix it, reversibly

Merge duplicates (related records kept, no orphans), fill missing fields, standardize formatting. Full change log delivered; anything can be walked back.

// flat per-project · migrations quoted
// Guardrailed, audited, reversible. Your data, under your approval.
Field Notes

Every automation, shipped in the open.

// Written build logs and short videos. Read all field notes →

Two doors, one builder.

// hello@efficiency.love