01 — role
AI Engineer
Applied LLM systems — RAG pipelines, agentic flows, eval harnesses, tool-calling, prompt design. Grounded assistants that stay inside the catalogue, never hallucinate prices, and escalate cleanly to a human.
builds AI-powered software systems — FastAPI backends, Next.js interfaces, RAG pipelines, local agents, and production automation.
Applied AI · Python · FastAPI · Next.js · Agentic Workflows
- 01Client platformsLasanta · Vin Precast · Bharat DPG · Narven · JHPS
- 02Shared servicesCentral Doc Factory · Pryde Ergon · AIGEMSTEK · PVS
- 03Agentic AI systemsJarvis · PostPilot · Subtitle Engine
trusted acrossclient platforms · live + shipping
01
the state of things — what's shipping, studying, and queued this season.
now
building
- Central Documentation Factory — multi-tenant doc / billing service
- Pryde Ergon — billing phase (P7) + admin dash polish
- Bharat DPG — Vercel migration
- This portfolio
using
- Claude (Sonnet 4.6, Opus 4.7) — daily driver
- Cursor — primary editor
- Groq — when speed matters
- Cloudflare R2 + Gemini embeddings — for retrieval
reading
- Designing Machine Learning Systems — Chip Huyen
- Building LLMs from Scratch — Sebastian Raschka
- The Pragmatic Engineer — Gergely Orosz
02
where I plug in — the four shapes of work I do.
role fit
02 — role
Software Engineer
End-to-end product builds: system design, typed contracts, type-safe TypeScript and Python, sensible test surface, observability hooks. The kind of code that survives past the prototype.
03 — role
Backend / API
FastAPI and Node services with auth (JWT / OAuth / HMAC), background jobs, webhooks, queues, and storage layers across PostgreSQL, MongoDB, Neon, R2. Cloud Run / Docker / GCP for the runtime.
04 — role
Full-stack AI products
Next.js interfaces sitting on top of FastAPI + LLMs — real shipped surfaces that clients use. Approval queues, audit trails, role-gated admin, replayable run state. Production, not demo.
03
case studies from the work that survived contact with production — each its own constraints, each shipped to real users.
selected work
featured · 6live first
lasantaindia.com · ai assistant
livebuyer ▸ ai50+ partners · 15+ countries
▸ buyerCopper Millberry — price for 5 containers, CIF Rotterdam?
◂ aiPremium A-Grade (99.9% Cu), 5 × 25 MT = 125 MT total. Indicative CIF Rotterdam: $6,400/MT, subject to LME movement at contract date. SGS inspection on request. Want a proforma queued?
queued proforma · awaiting confirm▍
sources
↳ catalog · copper · 4 grades
↳ trade-docs · proforma · CIF
grounded dialogue1 / 3
01 — case studylive
Lasanta India
B2B trade platform with onboarding, listings, approvals, document workflows, and a grounded AI assistant
End-to-end product ownership: buyer/seller onboarding, marketplace listings, admin-approval queues, trade-document generation, and a grounded AI assistant. Next.js · Node.js · MongoDB · Vercel.
vinprecast.com · marketing
liveproduct linesD&D model · 4 lines
▸PSCC poles120k units/yr · MPPKVVCL-approvedspun
▸RCC pilesto-spec · own logistics fleetcivil
▸Precast civilslabs · panels · beams · stairsfab
▸PEB structurespre-engineered · rapid erectsteel
barwaha plant · 40,000 m²hyderabad HQ · est. 2012
product lines1 / 4
02 — case studylive
Vin Precast
Premium marketing site for a precast concrete + PEB manufacturer with gated brochure flow
Heritage-industrial brand rendered as an editorial premium site. Four product lines (PSCC poles · RCC piles · precast civil · PEB), 8-step manufacturing process, programmatic brochure builder. Next.js 15 · Prisma + Postgres · Resend · Vercel.
bharat-dpg · institutional
runningprogrammes
B.Comgeneral · computers
BBAgeneral · digital marketing
B.ScMPCs · BZC · biotech
M.ComPG · finance
downloads
almanac · 2025–26PDF
prospectusPDF
exam timetablePDF
9 public routes · typed data moduleswomen's degree & PG · CBSE-affiliated
catalogue1 / 3
03 — case studyshipping
Bharat Degree & PG College
Institutional website for a women's degree & PG college — typed-data, not CMS
Nine public routes (academics, examinations, placements, events, student life), every page sourced from typed data/*.ts modules so staff edits are git-clean diffs. Editorial primitives + branded loader. Next.js 15 · TypeScript · Turbopack · GCP → Vercel.
narvengroup.com · ai assistant
livebuyer ▸ aicif · fob · exw · ddp
▸ buyerAluminium Ingots A7 — 20 MT EXW. Need spec sheet + LOI template.
◂ aiA7 LME Grade, 99.7% min Al. 20 MT EXW available subject to confirmation. LOI template attached. For binding quote: submit RFQ at /contact or email info@narvengroup.com.
truthfulness rules · no fabricated stock
divisions
↳ global trade · metals · oils · agro
↳ ev logistics · rent-to-own
grounded dialogue1 / 4
04 — case studylive
Narven Group
Trade + EV logistics platform with operator workflows and grounded AI assistant
Multi-product B2B platform for commodity trade + EV logistics. Operator admin panel, status workflows, grounded chat over the catalogue. Shares the Central Documentation Factory for heavy doc compute. Next.js 14 · MongoDB · Vercel.
central-doc-factory · cloud run
runningtenant matrix4 caller-scoped
✓lasanta-india▸MSA-v3.docx → pdf412ms
✓narven-group▸proforma.md → docx188ms
●vin-precast▸brochure.docx → pdf—
✓pryde-ergon▸LOI.png → ocr1.2s
caller-auth · scale-to-zero4 tenants · per-tenant wallets
05 — case studyshipping
Central Documentation Factory
Multi-tenant document factory powering four production brand portals
Private Cloud Run service that owns document generation, format conversion, and centralized billing across Lasanta · Narven · Vin Precast · Pryde Ergon. Multi-pass best-mode PDF/DOCX, caller-scoped HMAC, per-tenant wallets. Python · FastAPI · Docker · Cloud Run.
$ postpilot --status
runningn × n plugin runtimeProtocol contracts
queue sourceNotionlive
queue sourceGoogle Drivelive
approvalTelegramlive
publisherYouTubelive
publisherFacebook Reelslive
publisherTikTokplanned
tts/renderOllama + edge-tts + ffmpeglive
contracts · QueueSource · Publisherworker daemon · python
06 — case studyshipping
CreatorOps Autopilot
Multi-channel AI workflow automation platform
n × n plugin runtime with Protocol contracts — QueueSource × ApprovalTransport × Publisher × AnalyticsProvider. Provider integrations, scheduling, approval gates, replayable run state machine.
more builds5 additional
personal builds
ask the chat for details.
- JarvisLocal AI agent · 4-tier router · 31 MCP tools · private
- Subtitle EngineLocal multimodal subtitle pipeline — ASR · diarization · translation
- VelociMultilingual AI news · 7 Indian languages · prototype
- ShieldmacOS security · privileged daemon · XPC IPC
- Home WatchLocal AI camera monitoring · DeepFace · SQLite
- Companion CareCaregiver app · faster-whisper · multilingual captions
- Job Application AgentRole discovery · fit scoring · Telegram review
04
where I've been — what each stop taught me to look for.
arc
2017UICB.S. Electrical & Computer Engineering
2021CampbellsvilleM.S. Computer Science
2021Tabner GlobalSoftware Development Engineer — 4 years
2025BelhavenDBA — Doctorate of Business Administration
2025LasantaFounded consulting — production client platforms
hover a node
services + integrations handledstack in motion · 106
05
the kit that ships every project — chosen for boring reasons, kept for the same.
tools
when I need to think
··
when I need to ship
···············
when I need to host
···········
when I need to route models
·····················
when I need local AI
··········
when I need to store
··············
when I need to retrieve
··
when I need to orchestrate
·····
when I need to integrate
·······
when I need to secure
············
when I need to observe
····
when I need to deploy
···········
capabilities · groupedproduction stack
how the stack reads as layers — for AI engineering and industrial software roles.
AI Systems
- RAG pipelines
- Agentic workflows
- LLM orchestration
- Tool calling
- Prompt engineering
- AI evaluation basics
- Local AI experimentation
- ASR / diarization
- Model routing
- Hosted inference
- Audio event detection
Backend
- Python
- FastAPI
- Java
- Spring Boot
- .NET
- PHP
- REST APIs
- SOAP APIs
- GraphQL
- Swagger / OpenAPI
- Auth (OAuth · JWT)
- Background jobs
- Webhooks
- HMAC services
- Serverless workers
Frontend
- Next.js
- React
- Angular
- TypeScript
- Tailwind CSS
- Zustand
- Motion
- MDX
- Payload CMS
- Three.js
- Flutter
- Swift
- Android SDK
- Dashboard UX
- Admin portals
Data / Infra
- PostgreSQL
- MongoDB
- Prisma / Mongoose
- Neon / Firestore
- GCS / Cloud Tasks
- Secret Manager
- MySQL
- Docker
- Kubernetes
- Harbor
- Cloud Run
- Vercel
- Netlify
- Cloudflare R2
- Vercel Blob
- Razorpay / Resend
- Telegram / YouTube
- Google Drive / Notion
- Jenkins
- GitLab CI/CD
- GitHub Actions
- Maven / Gradle
- SonarQube
- Jira / Atlassian
- Splunk / Dynatrace
industrial relevance
workflow automation · document processing · operational dashboards · reporting systems · integration APIs · internal tools · monitoring & reliability
06
what I take on when working with teams — every solution scoped to fit.
services
software solutions across every surface — from polished marketing sites to custom desktop tools, agentic AI systems, and the wiring that quietly holds a product together.
- 01Web Platforms
Marketing sites, SaaS apps, dashboards, and storefronts that load fast and read well.
- Next.js · React · Remix
- Marketing & landing pages
- SaaS dashboards
- E-commerce storefronts
- 02Mobile Apps
Native and cross-platform apps for iOS and Android — production-grade, App-Store-ready.
- iOS · Swift · SwiftUI
- Android · Kotlin · Jetpack
- React Native
- Flutter
- 03Desktop Software
Native and cross-platform desktop tools for macOS, Windows, and Linux.
- macOS · Swift · AppKit
- Windows · .NET · WinUI
- Linux · GTK · Qt
- Electron · Tauri
- 04Backend & APIs
Stable, well-typed backends that scale predictably and stay debuggable in production.
- FastAPI · Python
- Node · TypeScript
- GraphQL & REST
- Microservices · queues
- 05AI & Agentic Systems
RAG pipelines, agentic workflows, custom chatbots, and the LLM ops that hold them together.
- RAG · retrieval pipelines
- Tool-using agents
- Custom chat interfaces
- Evaluation · LLM ops
- 06Mail & Comms
Custom mailboxes, transactional email, autoresponders, and the CRM wiring beside them.
- Custom mailbox systems
- Transactional email · Resend · SES
- Autoresponders · drip flows
- CRM integrations
- 07Cloud & DevOps
Deploys, pipelines, and infrastructure tuned for the size of the team that has to maintain them.
- GCP · AWS · Azure
- Docker · Kubernetes
- CI/CD · GitHub Actions
- Vercel · Netlify · Cloudflare
- 08Custom Software
Bespoke internal tools, scripts, and desktop utilities for the work nobody else automates.
- Internal admin tools
- Scripts · automations
- Data pipelines
- Desktop utilities
- 09Integrations
Third-party APIs, webhooks, OAuth, and data sync — the wiring between every system.
- Third-party API integrations
- Webhooks · event-driven sync
- OAuth · SSO · SAML
- Data warehouse sync
have something specific in mind? every solution · scoped to fit
07
if any of this fits the work in front of you — let's talk.
reach →
clients served11all client engagements represented
portfolio visits—approximate