Engineering team

Sheet
A-150
Set
Practice
Status
Issued

Every level of engineering. Multiplied by AI.

A complete engineering team, from architecture to release. Senior full‑stack engineers lead and own every merge. Full‑stack engineers build features end to end. Mid‑level engineers carry scoped work under senior review. Our multi‑model AI system works alongside all of them.

A-150PracticeIssued

Five engineers in a working session at a long table: a senior engineer explains while colleagues with laptops and notebooks listen.

Photography on this site is illustrative. The code, tests and CI further down this page are real.

The bench

Every level of a software team, and the system that multiplies it.

  1. Senior full‑stack engineers

    Architecture, data models, security‑sensitive paths, and the merge.

    They scope the work, make the calls that are expensive to reverse, and review every change before it ships, whether a person or a model wrote it. They direct the AI lanes and read every diff those lanes produce.

  2. Full‑stack engineers

    Features end to end: interface, API, database, tests, deploy.

    They carry a feature from a ticket to production and stay with it once it's live. AI takes the bounded pieces off their plate, such as scaffolding, test suites and migrations, so their time goes to the parts that need judgment.

  3. Mid‑level engineers

    Bounded implementation, integrations, test coverage.

    They take well-scoped work with clear acceptance criteria, paired with a senior engineer who reviews their changes. It's how the team grows, and how the fundamentals get done properly instead of skipped.

  4. The AI engineering system

    Scoped tasks across several models, in isolation, under hard budgets.

    Independent models write, review and repair bounded changes, each in its own environment. It never touches production and never merges. An engineer on the list above does that.

A senior engineer and a mid-level engineer pairing at one desk, he types while she explains.

How a team is shaped

A senior lead on every engagement. The rest sized to the work.

Every engagement has a named senior engineer who owns the architecture and the merge. Full-stack and mid-level engineers join as the scope needs them, and the AI system takes the bounded work in parallel. You know who is on your project and who makes the decisions, from the first call.

Inside the environment

Not a stock screen. This is the code behind this page.

Each window below is real: source files from this website, imported when the site is built, and output from our own repositories and CI. The photographs around them are illustrative of the rooms that work happens in.

Code editor: site/src/components/media/HeroVideo.astro
document.querySelectorAll<HTMLVideoElement>("video[data-autoplay]").forEach((v) => {
  if (reduce || saveData) return;
  v.addEventListener("playing", () => v.classList.add("is-playing"), { once: true });
  const start = () => { v.preload = "auto"; v.play().catch(() => {}); };
  const io = new IntersectionObserver((entries) => {
    for (const e of entries) {
      if (e.isIntersecting) start(); else v.pause();
    }
  }, { threshold: 0.15 });
  // Hold the download until the page itself has finished loading, so the
  // video never competes with the poster, fonts or CSS.
  const arm = () => setTimeout(() => io.observe(v), 300);
  if (document.readyState === "complete") arm(); else window.addEventListener("load", arm, { once: true });
});

Why the films on this site don't slow it down: the video waits for the page, then fades in.

Over the shoulder of an engineer at night: a code editor, a terminal with green test output and a browser preview across two monitors.
Terminal: zsh · track record
$ git -C platform rev-list --all --count
9873
$ gh api repos/…/platform/actions/runs --jq .total_count
16723
$ gh api 'search/issues?q=repo:…/platform+is:pr+is:merged' --jq .total_count
879
$ git -C platform ls-files | grep -E 'migrations/.*\.sql$' | wc -l
2587
$ node count.cjs
platform testFiles 1619 testCases 18878

The telehealth platform alone, 22 Sep 2026; the home page totals add two more codebases. Repository names redacted.

CI run: CI · main · 1e07695
  • Backend testspassed
  • Site build + QA gatepassed
  • one origin · legal list · accessibility · links · layout shift · no repeated media
  • Secret scanpassed
  • Deploy waits for all three

The QA gate fails the build on any accessibility violation, broken link, layout shift, or a photo used twice.

Code editor: site/scripts/qa/media-dupes.mjs
export function findDuplicates(uses) {
  const byKey = new Map();
  for (const use of uses || []) {
    const key = assetKey(use?.url);
    if (!key) continue;
    const id = `${use.page}\u0000${use.element}`;
    let elements = byKey.get(key);
    if (!elements) byKey.set(key, (elements = new Map()));
    if (!elements.has(id)) elements.set(id, { page: use.page, element: use.element });
  }

The check that keeps every photograph on this site unique. An AI engineer wrote it, a reviewer tightened it, and an engineer merged it.

Three engineers in a glass-walled meeting room discussing a code diff shown on a wall display.
Review is a conversation. Findings from people and from models get argued, reproduced, then fixed or dropped.
A remote engineer on a headset call at a home desk by a window over a city at blue hour.
U.S. and international. A U.S. company with engineers across time zones. We tell you where the work happens.

The full platform

Front end to database to deploy, and the AI in between.

Listed here is what this site itself runs on, so every line is something you can check. Client work goes wherever your system already is.

Interface
TypeScript, Astro, accessible HTML and CSS, responsive and reduced-motion design
Services
Node.js APIs, validation, rate limiting, webhooks with retries
Data
PostgreSQL through Supabase, row‑level security
Delivery
GitHub Actions CI, Railway deploys gated on CI, secret scanning
Quality
node:test, Playwright, axe-core, Lighthouse
AI
Multi‑model engineering system, independent review, evaluation

Talk to the engineers who'd build it.

Tell us what you're building. The first call is with an engineer, not a salesperson.

Next sheet · A‑200 Prototype to Production