Help your front-end team use AI well #13
your-team:main| 1 | Removed: Roll out an AI assistant and let it write the front-end. |
| 2 | Removed: Measure success by how much code it generates. |
| 1 | Added: Give the AI your context, your rules and a real review step. |
| 2 | Added: Measure success by what ships, and how well it holds up. |
I'm Vikas, a Senior Software Engineer in Berlin. For 13 years I've shipped React, Next.js and TypeScript at Natuvion, Tenderize, Snubes and Ticketmaster.
Today I build the AI workflows my team uses every day, and I mentor other front-end teams on setting up the same: context the agent can trust, skills that encode your standards, and review that catches what the model misses.
What I help teams with
Most teams have AI tools installed. Fewer have them set up to write code that belongs in their codebase. This is the work in between.
Give the agent context it can trust
Rules files, architecture notes and conventions that live in the repo, so generated code matches your patterns instead of the internet's average.
Turn your standards into skills and hooks
Reusable workflows for the work your team repeats: a pre-flight before new code, an audit before every PR, descriptions written from the diff.
Review AI output like a senior would
What models get wrong in front-end code: accessibility, state and effects, type holes, design-system drift. And how to catch it before a human reviewer has to.
Know when not to use it
Where AI saves a day, where it costs one, and how to keep the team's own judgement sharp while the tools do more of the typing.
What a good review catches
A typical piece of generated UI. The fix is small; seeing it every time is the skill. I help teams write that check into a skill, so the agent catches it before a person has to.
| 1 | export function SaveButton({ onSave }) { |
| 2 | return ( |
| 3 | <div className="bg-[#2563eb] text-white p-2 rounded" |
| 4 | onClick={onSave}> |
| 5 | Save |
| 6 | </div> |
| 7 | ) |
| 8 | } |
The model made a div a button. It can't take focus or respond to Enter, the hex colour skips our tokens, and there is no pending state.
Suggested change
export function SaveButton({ onSave, pending }: SaveButtonProps) {
return (
<Button onClick={onSave} disabled={pending}>
{pending ? "Saving…" : "Save"}
</Button>
)
}Ways to work together
Setup review
I read your repo and AI setup, then hand back a written list of fixes.
Ask about thisTeam session
A working session on your codebase, not slides. Your team leaves with rules and skills in place.
Ask about thisPairing
Ongoing sessions with one or two engineers who will carry the practice forward.
Ask about this
How I learned it: by doing it in production every day, and from engineers who were further along than me. You get what works now, not a slide deck.
Tooling I built and use
Skills that run inside my own AI coding workflow. They are the kind of thing I help teams build for their repo.
- lets-beginPre-flight before new code: finds the sibling files, shared components and API shapes that should govern the change.
- pre-pr-bulletproofingAudits changed files for architecture drift, API-shape mismatches and review risks before the PR opens.
- pr-description-generatorWrites a structured PR description from the actual diff.
- understand-prSummarises someone else's PR in plain English and lists the questions worth asking the author.
- comment-cleanupStrips obvious and stale comments from the branch, keeps the ones that carry intent.
- create-followupCaptures what a reviewer deferred to 'later' so it does not disappear after merge.
Selected work
4 products shipped
natuvion/data-conversion-suite
Data Conversion Suite
Full-stack product work on Natuvion's DCS: nine integrated tools for secure enterprise data transformations to SAP S/4HANA, used by 1,000+ customers.
- Next.js
- React
- TypeScript
- Node.js
tenderize/staking-dapp
Tenderize dApp
Liquid staking front-end: real-time staking flows, wallet integration and on-chain data across Ethereum L2s.
- Next.js
- TypeScript
- Wagmi
- Viem
- React Query
snubes/platform
Snubes Platform
Contact-centre outsourcing marketplace built as micro front-ends in a Lerna/NX monorepo, with hybrid SSR/CSR Next.js apps, a Storybook design system and GraphQL CMS content.
- Next.js
- Gatsby
- TypeScript
- GraphQL
- Storybook
ticketmaster/3d-venues
Ticketmaster 3D Venues
Interactive 3D venue layouts with Three.js inside a high-traffic React SPA, with SEO-friendly page generation.
- React
- Three.js
- Webpack
- Python
Experience
Since 2013, newest first
Jun 2026 – Present · Berlin
Senior Software Engineer at Natuvion
Product development on the Data Conversion Suite, the platform behind secure enterprise data transformations to SAP S/4HANA.
- Enterprise UIs with Next.js, React and TypeScript
- Tooling for large-scale data migration and transformation workflows
- Building and using AI workflows in daily product work

- Next.js
- React
- TypeScript
- Node.js
- Tailwind CSS
Oct 2023 – Apr 2026 · Berlin
Front End Lead at Tenderize
Led user-facing flows and built the Node.js/PostgreSQL services behind them, aggregating on-chain and off-chain data.
- Staking flows with Next.js, React and TypeScript
- Smart-contract integration with viem, ethers and wagmi
- The Graph indexing for real-time rewards and analytics
- Strongly-typed SDKs for ecosystem partners

- Next.js
- TypeScript
- Node.js
- PostgreSQL
- Wagmi
- Viem
- The Graph
Jul 2018 – Sep 2023 · Berlin
Front End Lead Developer at Snubes
Architected hybrid SSR/CSR applications and led micro front-end development in a monorepo.
- Micro front-ends with Lerna and NX
- Design system in Storybook
- Testing strategy with Jest and Cypress
- GraphQL-driven CMS content

- React
- Next.js
- Gatsby
- TypeScript
- GraphQL
- Storybook
May 2017 – Jul 2018 · Gurgaon
Senior Frontend Developer at Ticketmaster
Interactive 3D web applications with Three.js inside React SPAs, plus Node.js and Express services.
- 3D venue layouts with Three.js
- SEO-friendly page generation with Python
- Ran sprint ceremonies for the team

- Three.js
- React
- Node.js
- Webpack
- Python
2013 – 2017 · India
- Jan 2015 – Apr 2017Frontend Developer at Jade Global, Noida. PWAs with offline support and real-time updates for Sapient's client Jato Flex Software.
- May 2014 – Jan 2015Frontend Developer at Tata Consultancy Services, Gurgaon. Responsive Angular.js SPA with rich data visualisation for McKinsey & Company.
- Jan 2013 – Apr 2014Frontend Developer at Grange Management Services, New Delhi. CMS websites with C#/ASP.NET and SQL Server, including XML and JSON web services.
Stack
What I work in day to day
Front-end
React · Next.js · TypeScript · JavaScript · HTML & CSS · Tailwind CSS
State & data
React Query · Redux · Zustand · RxJS · GraphQL
AI workflow
Claude Code · Skills & hooks · Review agents · Prompt design
Quality
Jest · Cypress · Storybook · Design systems
Web3
Wagmi · Viem · Ethers.js · The Graph · Solana Web3.js
Platform
Node.js · PostgreSQL · NX · Lerna · Webpack · Three.js
Off the keyboard
Kickboxing and Muay Thai, swimming, hiking and travel. Gaming, good coffee and too many gadgets.

Muay Thai 
Travel 
Training 
Out and about
Ready to merge
Book a call about your team's AI setup, or about a senior front-end role. No conflicts with your main branch.