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Building from Nepal

I build AI systems that turn complex problems into practical solutions.

I'm Ashim — an AI Engineer focused on AI automation, intelligent workflows, and practical AI systems that help businesses and individuals create value, reduce repetitive work, and operate more efficiently.

01 Problem Identify the real bottleneck 02 Data Sourced, cleaned, connected 03 AI LLMs, agents, RAG 04 Automation n8n, APIs, tool calling 05 Action The system does the task 06 Value Measured, not assumed
What it adds up to

Outcomes I build toward

01

Create Value

Build AI-powered solutions that unlock new opportunities and capabilities.

02

Drive Efficiency

Automate repetitive workflows and reduce unnecessary manual work.

03

Solve Complex Problems

Turn ambiguous business and technical problems into practical systems.

04

Build for Real-World Impact

Focus on solutions that are useful, measurable, and sustainable.

Capabilities

What I do

Seven ways I tend to show up on a project — rarely all at once, usually two or three together.

Build

AI Engineering

Building practical AI-powered applications using modern AI technologies.

Automate

AI Automation

Designing intelligent workflows that connect AI with business systems and tools.

Reason

AI Agents

Building systems that can reason, use tools, retrieve information, and perform tasks.

Streamline

Intelligent Workflows

Turning manual processes into automated, scalable workflows.

Connect

API & Systems Integration

Connecting different platforms, services, and data sources into cohesive systems.

Retrieve

Data & Knowledge Systems

Building systems around structured and unstructured data, RAG, embeddings, and knowledge retrieval.

Advise

AI Strategy & Problem Solving

Identifying where AI can create meaningful value rather than using AI for the sake of AI.

Selected work

Problem → solution → impact

A handful of systems I've built end to end, across customer support, finance, and conversational AI.

Process

How I work

A real sequence I move through on most projects — not a formality, just the order that tends to work.

01
Understand
Understand the business, user, or technical problem.
02
Identify
Find bottlenecks, repetitive processes, and opportunities.
03
Design
Design a practical AI or automation solution.
04
Build
Develop and integrate the system.
05
Test
Validate reliability and real-world performance.
06
Improve
Iterate based on results and feedback.
07
Measure
Focus on actual value, efficiency, and outcomes.
Toolkit

Technology & capabilities

Organized by what each tool is for, not just what's in the box. Hover an item for how I actually use it.

AI & Machine Learning

  • PythonCore language for AI systems and backend logic
  • LLMsReasoning, generation, and classification
  • RAG & EmbeddingsGrounding responses in real knowledge
  • AI AgentsMulti-step reasoning with tool use
  • PyTorch / fastaiModel experimentation

Backend, Automation & Data

  • FastAPI / DjangoAPIs powering AI systems
  • n8n & MCPConnecting AI to business workflows
  • Tool CallingLetting agents act on real systems
  • PostgreSQL / MongoDBStructured application data
  • ChromaDBVector storage for retrieval

Infrastructure & Frontend

  • Docker / AWS / AzureShipping and running systems reliably
  • Git / MLflow / DVCVersion control for code and experiments
  • React / TypeScriptInterfaces on top of AI systems
  • Tailwind CSS / ViteFast, clean UI development
Track record

Experience

AI and Automation — FinOps
June 2026 — Present
Global Teams AI
AI workflow automationLLMsAPIsTool callingMCPClient communicationFinance systems

Automated 4+ finance workflows and helped save clients more than 10 hours of weekly manual work, working directly with clients on requirements and end-to-end automation pipelines.

Coding Instructor
March 2026 — June 2026
Mero Coding Class
PythonRoboticsLesson planning

Taught programming fundamentals and robotics — practice in breaking down complex technical concepts into something learnable.

Web Development Intern
June 2024 — August 2024
SmartSites
CMSWeb developmentClient delivery

Worked with 5+ clients developing and maintaining 20+ websites and CMS solutions.

Writing

Technical deep-dives

Articles on AI, backend systems, and the research that shapes modern software.

About

Ashim Kc

I'm Ashim, an AI Engineer who enjoys turning messy, repetitive, or complex problems into systems that actually work.

My work sits somewhere between AI engineering, automation, and business problem-solving. I like understanding how something works today, finding what slows it down, and figuring out how technology can make it simpler.

I care less about using AI for the sake of AI and more about building systems that create real value — for a small business trying to save hours a week, or a team trying to move faster.

Currently exploring
AI AgentsAutomationMCPIntelligent WorkflowsRAG at scale
Get in touch

Have a problem worth solving?

Whether you're looking to automate a repetitive workflow, explore an AI solution, or just want to talk about something you're building, I'd love to hear from you.

Prefer a direct email? [email protected]