Building the next wave of intelligent systems.

We design and engineer AI products, software, and edge systems — and stay on as they grow.

INTELLIGENCE · EXCELLENCE SCROLL
INTELLIGENCE · EXCELLENCE BUILDING THE NEXT WAVE OF INTELLIGENT SYSTEMS AI · EDGE · PRODUCT COIMBATORE / REMOTE EST. 2020 OPEN FOR Q3 ENGAGEMENTS INTELLIGENCE · EXCELLENCE BUILDING THE NEXT WAVE OF INTELLIGENT SYSTEMS AI · EDGE · PRODUCT COIMBATORE / REMOTE EST. 2020 OPEN FOR Q3 ENGAGEMENTS
01 / SERVICESWHAT WE DO

Four practices,
one engineering bar.

We don't separate strategy, design, and engineering. The same small team takes a project from sketch to production — and stays accountable for it after launch.

01

AI & Agents

Production AI: RAG pipelines, multi-agent orchestration, evals, and the boring infra (queues, caches, observability) that makes it ship.

LLM OpsRAGAgentsEvalsVector DBs
02

Software Engineering

Web, mobile, and backend systems built like products — typed, tested, and instrumented from day one.

TypeScriptGoRustReactMobile
03

Product Design

Interfaces designed alongside the engineering — fewer handoffs, faster cycles, more honest prototypes.

Design SystemsPrototypesResearchUX
04

Edge & Infra

IoT, edge inference, and the cloud spine that ties them together — provisioned with code, monitored end-to-end.

IoTEdge MLKubernetesTerraform
02 / STACKHOW IT'S BUILT

A stack we trust
with our own systems.

We're stack-agnostic on principle, opinionated in practice. These are the tools we reach for first because we know how they fail.

SCUBE://STACK5 DOMAINS

AI / ML

We build with LLMs the same way we build with databases — typed inputs, evals, retries, observability. Not magic.

OpenAIAnthropicLlamaLangGraphpgvectorWeaviateModalReplicatePyTorchRayTriton
03 / WORKSELECTED ENGAGEMENTS

Things we've built
and still maintain.

We don't ship and disappear. Most of what we make has been in production for a year or more — these are the ones we can talk about.

01Atlas Logistics — agentic dispatchSupply chain2025
02Northwave Health — clinical assistantHealthcare2024
03Verdant Labs — IoT field telemetryClimate / Hardware2024
04Beacon Finance — risk co-pilotFinancial services2025
04 / PROCESS HOW WE ENGAGE

Four phases.
No theater.

One small team from discovery through operations. Weekly demos. A kill-switch on every engagement after the first phase.

PHASE 01

Discover

A short, paid scope: we read your code, talk to your users, and write the brief — together.

  • 1–2 weeks
  • Tech & UX audit
  • Risk-ranked roadmap
PHASE 02

Prototype

Honest prototypes — clickable, instrumented, runnable. We surface the hard problems first.

  • 2–4 weeks
  • Vertical slice
  • Eval harness in place
PHASE 03

Build

Small team, weekly demos, no theater. Code lands behind feature flags from day one.

  • 8–24 weeks
  • Pair-engineered
  • Production from week one
PHASE 04

Operate

We stay on as the system grows — observability, on-call, and quarterly system reviews.

  • Ongoing
  • On-call shifts
  • Quarterly health reviews
05 / CONTACTSTART A PROJECT

Tell us what
you're building.

We reply to everything within two business days — whether it ends in an engagement, a referral, or just an honest "not us, here's why."

ACCEPTING Q3 ENGAGEMENTS
SCUBE://NEW_PROJECTDRAFT