AI automation engineerKathmandu · Worldwide · 2026
NawapBastola
Messy goals in.
Working systems out.
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AI AGENTS✦RAG PIPELINES✦MCP SERVERS✦AUTOMATION✦SAAS PRODUCTS✦AI THAT SHIPS✦
AI AGENTS✦RAG PIPELINES✦MCP SERVERS✦AUTOMATION✦SAAS PRODUCTS✦AI THAT SHIPS✦
01The problem
Every team has work a human shouldn't be doing.
OpsCopying tickets between five tools
→ an agent does the routing ReportingRebuilding the same report every Monday
→ the report builds itself KnowledgeAnswering the same question, again
→ RAG answers with receipts 02What I do
I build the system in the middle.
The messEMAILSPDFSSPREADSHEETSTICKETSSLACK THREADS
The system
Agentsdo the work
RAGknow the facts
MCPreach the tools
The result✓Answers in seconds
✓Reports build themselves
✓Hours back, every week
03The Result
Hours back. Answers in seconds. Shipped.
03Featured work
Built & shipped
04The record
Where I've shipped
yrs shipping AI
hackathon podiums
NowBusinessFrame
Lead AI engineerNowAgent fleets and an AI-managed Google Ads workspace — my main gig.
2024 — 25Ujyalo Ventures
Associate AI developerBuilt the text-to-BI microservice that shipped to production.
2024The hackathon run
Three podiums in one season✦ AI Crusade — Winner✦ Codefest — Winner✦ Udhyam — 1st runner-up
2023Early wins
Where the streak started✦ DeerHack — AI/ML winner✦ Ideathon Bagmati — Best presentation✦ Ideathon 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