12+ years in trades and facilities maintenance before software. 18 months running a multi-service distributed platform solo as my daily-driver dev environment. I went the long way around and I know why "production" is a weight, not a phrase.
| # | Variant | Lead with | Best for |
|---|---|---|---|
01 | AI Platform Engineer | Multi-provider router, LLM observability | Anthropic, OpenAI, Modal, Together, Replicate, Fireworks, Baseten, Perplexity |
02 | Backend / Full-stack | FastAPI + Flask + SQLite + Stripe | Supabase, Linear, PostHog, Vercel, Stripe, Shopify, Nike DTC |
03 | DevOps / SRE | 79-service supervision, heartbeat observability | Grafana Labs, Sentry, Datadog, Fly.io, FetLife, Cloudflare |
04 | Healthcare AI | Patient-builder, PHI-safe routing, USDA FoodData | Hinge Health, Solace Health, Turquoise Health, Providence, OHSU, Proven Software, Tempus, Verily |
05 | Data / Indexing | 555 MB recovery, 111-feed aggregator, schema migrations | Snowflake, ClickHouse, MongoDB, Voxel51, Northbeam, Trace Labs |
06 | Trades → Tech | 12+ years facilities + software transition narrative | TriMet, PGE, municipal, utilities, facilities-adjacent tech |
Read the code, shadow oncall, learn the deploy path end-to-end, and find one real bug to fix before anyone assigns me one. I want the feel of "shipped here" before I try to decide what to build next. After that, ask me what's obviously broken and I'll tell you.