AI automation engineerKathmandu · Worldwide · 2026

NawapBastola

Messy goals in.
Working systems out.

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AI AGENTSRAG PIPELINESMCP SERVERSAUTOMATIONSAAS PRODUCTSAI THAT SHIPS
01The problem

Every team has work a human shouldn't be doing.

Ops

Copying tickets between five tools

an agent does the routing
Reporting

Rebuilding the same report every Monday

the report builds itself
Knowledge

Answering the same question, again

RAG answers with receipts
02What I do

I build the system in the middle.

The mess
EMAILSPDFSSPREADSHEETSTICKETSSLACK THREADS
The system
Agentsdo the work
RAGknow the facts
MCPreach the tools
The result
Answers in seconds
Reports build themselves
Hours back, every week
03

The Result

Hours back. Answers in seconds. Shipped.

03Featured work

Built & shipped

01 / 04
04The record

Where I've shipped

00+yrs shipping AI
00hackathon podiums
Now

BusinessFrame

Lead AI engineerNow

Agent fleets and an AI-managed Google Ads workspace — my main gig.

2024 — 25

Ujyalo Ventures

Associate AI developer

Built the text-to-BI microservice that shipped to production.

2024

The hackathon run

Three podiums in one season
AI Crusade — WinnerCodefest — WinnerUdhyam — 1st runner-up
2023

Early wins

Where the streak started
DeerHack — AI/ML winnerIdeathon Bagmati — Best presentationIdeathon Provincial — 1st runner-up

+ always — independent, project-based builds for teams worldwide.

05The arsenal

What I build with

AI engineering06
Agentsgoal-based · tool-using
RAGanswers with receipts
MCP serversreach the tools
LLMsClaude · GPT · Mistral
Vector DBsWeaviate · Pinecone
SpeechWhisper · ElevenLabs
Full-stack06
TypeScriptstrict, everywhere
Next.jsapp router
Pythonthe glue
Vercel AI SDKstreaming UIs
PostgreSQLsource of truth
Tailwinddesign systems
Tooling06
Dockership anywhere
Git · GitHubdaily driver
Linuxhome turf
GSAPmotion
Three.js3D moments
Figmadesign first
06Freelance

Hire the system

Project-based — no retainers

01Do the work

AI Agents

Agents that finish the job.

Tool useMemoryEvals
02Know the facts

RAG Pipelines

Answers with receipts.

IngestionVector searchCitations
03Reach the tools

Automation & MCP

Workflows that survive Monday.

IntegrationsMCP serversSchedules
04Ship the product

SaaS Builds

AI in the core, not bolted on.

Next.jsAI-native UXLaunch

07 — Have a messy goal?

Let's make
it ship.