Five ways engineering teams work with us.
- 01
AI Engineering & LLM Systems
Retrieval, agents and evaluation harnesses for teams putting language models in front of real users and real liability.
- Retrieval pipelines & grounding
- Tool-using agent workflows
- Evaluation & regression suites
- Fine-tuning and model routing
6–16 weeks - 02
Product Engineering
Full product teams — discovery, design system, web and mobile — shipping in two-week increments you can actually review.
- Discovery & product shaping
- Web applications
- iOS & Android
- Design systems
3–9 months - 03
Data & Platform Engineering
The unglamorous layer that decides whether the AI work is possible: pipelines, warehouses, streaming and governance.
- Ingestion & transformation
- Warehouse & modelling
- Event streaming
- Lineage & governance
8–20 weeks - 04
Cloud, DevOps & Reliability
Infrastructure as code, deployment pipelines, observability and a cost model that does not surprise your CFO.
- Terraform & IaC
- CI/CD pipelines
- Observability & on-call
- Cloud cost engineering
4–12 weeks - 05
Dedicated Engineering Pods
A standing squad that works as part of your team, with four hours of guaranteed overlap with CET or SGT and a written handover from day one.
- 4–8 engineer squad
- 4h guaranteed timezone overlap
- Weekly written reporting
- Documented handover, always
6 months+
Four phases. No phase starts before the last one is proven.
- 01
Scope
1–2 weeks, paid
We interrogate the problem, look at your data, and write down what success measurably means. You own the document either way.
- 02
Prototype
3–6 weeks
A narrow slice running against real data, with an evaluation set. If the numbers do not clear the bar we agreed, we say so.
- 03
Harden
6–12 weeks
Failure modes, load, security review, observability, and the boring integration work that decides whether it survives contact with users.
- 04
Operate
Ongoing or handover
We run it with you on-call, or we hand it over with documentation your team can actually maintain. Your choice, stated up front.
Tell us what's breaking.
Send the problem, not a spec. We'll come back within one business day with an honest read on whether we're the right team — and who to talk to if we're not.
attatvasystems@gmail.com · Replies within 1 business day, Kathmandu time (UTC+05:45)