Autodesk
An AI code-review platform, designed and shipped
Took an internal AI code-review platform from design to production. Lead reviewer and de-facto support owner — the person teams page when the bot has opinions.
~/$ whoami
Sergey Desyatkov
Senior Software Engineer / Autodesk
I build platforms
— the quiet systems products stand on.
- years shipping
- 10+
- product companies
- 5
- clouds in prod
- AWS·GCP·Azure
- AI tooling
- agents · MCP
01
Ask me anything
$ sergey --interactive
type or tap a command — output shows on the right.
02
Selected work
$ ls ~/work --sort=impact
windows are draggable — rearrange the desk.
┌─ step ─┐ ┌─ step ─┐
│ A │───>│ B │──┐
└───┬────┘ └────────┘ │
│ ┌─ step ─┐ ├──> done
└────────>│ C │──┘
└────────┘
A workflow engine, from scratch
Built a Kafka-based workflow manager that wires many company services into fully managed flows — parallel and sequential steps, with end-to-end monitoring. The most hardcore thing I've engineered.
Alberta Motor Association
A membership platform, rebuilt end to end
Front to back — including the React tool agents use to service member accounts. Moved SQL Server to Aurora PostgreSQL with DMS CDC and Glue/PySpark ETL, and validated integrity across 1M+ records.
An auditable rewards ledger
Led a ledger-based rewards platform and a sync layer handling millions of daily events across platforms, with end-to-end tracing through the microservices.
| tx | account | Δ pts |
|---|---|---|
| 0x3e1 | acct_7f… | +250 |
| 0x3e2 | acct_7f… | −100 |
| 0x3e3 | acct_a2… | +40 |
The platform engineers live in
Maintaining Autodesk's Internal Developer Platform on Backstage. Building backend services for AI-agent automation — ADRs, MCP integrations. Also the team's scrum master.
Splitting the monolith
Helped move a monolith to microservices across AWS, GCP and Azure — GraphQL, gRPC and REST APIs, CI/CD on Docker and Kubernetes.
side project · private
A config-driven migration tool
Database-agnostic migrations where one config describes type conversions, transformations and validation. Born from too many SQL Server → Postgres nights.
03
A literal file tree
$ tree ~/career --grow
open a folder for role, impact and stack. hover to find its branch.
~/career/
current branch grown · spring
04
Commit history
$ git log --since=2007 --graph
one pixel per month. hover to read it.
a1f3e9c2026feat(autodesk): ship an AI code-review platform7c21b042025refactor(ama): rebuild membership platform end to end3e88d212024feat(simpplr): kafka workflow engine + ledger rewards91ab44f2022refactor(walkme): monolith → microservices, three clouds5d02cf12016feat(natural-intelligence): move into product engineering0f15b7e2015chore: complete full-stack program, John Bryce2b7a0d32007init: first website at Profit Marketing — 50+ to follow00000002003edu: master's-equivalent degree (WES), Magnitogorsk State University
05
From fine art
to fine-grained systems
I trained as a fine-arts teacher. Then I found out code is also a medium.
My first diploma (Magnitogorsk, 2003) is in fine-arts education — later assessed as bachelor's + master's equivalent. In 2015 I went through an intensive full-stack program, and a year later shipped my first production frontend.
Ten years on I mostly live in the backend: event pipelines, ledgers, migrations, platforms. The artist never left — he just draws boxes and arrows now, and cares a lot about how the tool feels to the person using it.
Off the clock: chess, cooking, games — and pixel art, obviously.
full cycle
From idea to production, and back again.
I don't stop at tickets. I work the whole loop: shaping the problem with product, designing and architecting it, building front to back, shipping it, watching it run, and helping the team get better along the way.
01 / 07
Product
$ echo "what's next?"
Have something worth building? Let's talk.
Vancouver, BC · Pacific time