Studio note · No°1 Creative first · human second · AI for speed. 12.97°N · 77.59°E

We design, build & ship the intelligent systems behind good great products*

A workshop built around senior engineering, opinionated design, and AI woven through the work — not bolted on top.

10+ Years shipping at the
edge of design and systems.
06 Open-source projects
maintained in public.
N°1 Recognition from the
Ministry of Power & Coal.
Tokens burned
so you don't have to.
AI Native Industrial IoT Web Platforms Design Systems UX Teardowns Cloud / DevEx AgriTech Systems Technical Advisory AI Native Industrial IoT Web Platforms Design Systems UX Teardowns Cloud / DevEx AgriTech Systems Technical Advisory
— what we do —

Seven disciplines.
One studio. One brain.

We're not a generalist agency. We're a focused team that ships production AI, IoT, and web platforms — and pairs every engagement with the design intuition required to make it land.

Full service map

The best technology disappears. It doesn't announce itself with novelty or noise — it simply does the work, precisely as intended, leaving people the room to think.

Studio note · written between two production deploys
— from the archive —

Things that actually shipped·

A working studio doesn't get the luxury of vapourware. Every project below ran in production, served real users, and survived the messy bit after launch.

Drag a card. Throw it. The studio cleans up after itself.

— how we work —

Four moves, in order.
No theatre.

  1. 01

    Diagnose

    Listen, audit, draw the system.

    A working week of stakeholder interviews, system maps, and assumptions held up to the light. We refuse to estimate before we understand.

    • System map
    • Risk register
    • Re-framed brief
  2. 02

    Architect

    Decide the bones before the pixels.

    Architecture proposals on paper first — model choice, data flow, deploy targets. Every diagram has a sibling document explaining the trade-offs.

    • ADR set
    • Schema + API
    • UX skeleton
  3. 03

    Ship

    Production from week one.

    Vertical slice in front of users in the first sprint. Continuous delivery, tight feedback loops, telemetry from day one. No big-bang reveals.

    • Public preview
    • Telemetry
    • Weekly demo
  4. 04

    Hand over

    You own it. We back it up.

    Documentation pairs with the code. We train your team, sit in their pull requests, and stay on call until you decide we don't need to be.

    • Runbooks
    • Onboarding
    • Office hours
— field notes —

Theses, teardowns,
and other opinions
you didn't ask for.

A working studio writes — about the systems we admire, the ones we'd redesign, and the ones we wish someone would take a saw to. Long-form, slow-published, often uncomfortable.

N°01 A solution document

IRCTC: diagnosing Tatkal and designing what should replace it

The 10 AM Tatkal rush is the load-bearing wall — every other failure descends from it. A two-track lottery, a Booking Reputation Score, and an atomic booking pipeline that ends "money debited, no ticket". 12 pages, end-to-end.

  • UX teardown
  • Public systems
  • Queueing
30 min Published
N°02 A migration story

Why we ditched Python for Go

A weekend rewrite of a hot FastAPI endpoint cut p99 latency 10×, dropped infrastructure cost by 68%, and made 3 AM pages stop. The honest story — including the three weeks of velocity we lost teaching the team a new language.

  • Go
  • FastAPI
  • Performance
9 min Published
N°03 A note on AI

AI isn't here to replace developers — it's here to replace the stuff we secretly hate

The most expensive bug we never shipped wasn't in the code — it was in how we worked. A note on PR review queues, the cost of context-switching, and the small AI tool that bought a team back its senior engineering hours.

  • AI
  • Engineering ops
  • Open source
7 min Published
Read the field notes archive
— Hand-written reply — Within one working day. From a real human.

Have something non-trivial
to build?

A small number of partnerships open at any time — usually one ambitious AI build, one platform engagement, and a UX teardown or two. Tell us where you are.

For founders Architecture reviews, technical DD,
and senior engineering perspective.
For product teams AI features that ship,
design systems that hold up.
For investors Independent technical due
diligence on portfolio bets.
— end of receipt — SNX × YOU