onecandle

independent engineering studio

Light a candle. Ship the work.

One Candle is a small engineering studio. Software, infrastructure, machine learning, and security, built carefully and delivered clean.

“It is better to light a candle than to curse the darkness.”

// services

A small studio, a wide bench.

Engagements are scoped to what you need: a one-week spike, a multi-month build, or an ongoing retainer. Below is where we work.

  • Full-stack engineering

    Greenfield products and pragmatic upgrades. Web, APIs, data layers, predictable where it should be and sharp where it matters.

    • Next.js / React
    • Node / Python / Go
    • Postgres & friends
  • Research & prototyping

    Honest exploration of an idea. We build the smallest thing that proves or disproves it, then document what we learned.

    • Feasibility spikes
    • Technical due diligence
    • Proof-of-concepts
  • Machine learning & data

    From notebooks to production. ETL, model evaluation, retrieval, and agent systems, designed for production rather than demos.

    • LLM apps & RAG
    • Eval & observability
    • Durable pipelines
  • DevOps & infrastructure

    Reproducible environments, predictable deploys, and observability that's actually useful. Cloud or self-hosted.

    • CI/CD & IaC
    • Containers & Kubernetes
    • Cost & reliability
  • Security

    Threat modeling, hardening reviews, and incident readiness for teams that need to get it right the first time.

    • Code & infra review
    • Auth & secrets
    • Supply-chain hygiene
  • Advisory

    A senior set of eyes when you need one. Architecture review, hiring support, and honest assessment, billed hourly.

    • Architecture review
    • Roadmap pressure-test
    • Hands-on as needed

// about

Quiet, careful, built to last.

One Candle is run by Ian Culp, a generalist engineer who likes the unglamorous parts: tests that run, deploys that don't panic, documentation that holds up.

The studio takes on a small number of engagements at a time so we can do them properly. Greenfield product work, R&D you can hand to your investors, infrastructure you can hand to your next hire.

We don't pad invoices. We'd rather tell you a project should be smaller than book the extra hours.

based
Remote · U.S.
availability
Booking discovery calls

// contact

Tell us about it.

The best engagements start with a clear, honest description of what you're trying to do and what's in the way. A paragraph is plenty.

Prefer email? Reach us at hello@onecandle.dev.