scalable APIs · distributed systems · ML-powered products

Md.
Ahsan Munna

I build backend systems and ML-powered tools
that solve real operational problems.
API design · caching strategies · database architecture.
I care about what happens under the hood.

ahsan@dev ~ status.sh
$ whoami
name Md. Ahsan Munna
role backend engineer
focus apis · systems · ml
location Bangladesh · remote ok
$ cat stack.txt
FastAPI · PostgreSQL · Redis
scikit-learn · Docker · Python
REST API design · Linux
$ cat status.txt
project CodeTrace (live)
building ShopSathi
open to internships · research
$
01 / about

Who I am & what I build

I'm a 3rd-year CS undergrad who got into software because I wanted to understand how things actually work — not just consume them.

Most of my time goes into systems with real architecture decisions: API design, database schemas, caching strategies, ML integration. I'm building toward ML/AI research.

My standard: if I can't explain why a design decision was made, I haven't understood it well enough to ship it.

02 / projects

Things I've actually built

01
CodeTrace live

An error intelligence API — raw logs in, structured debugging intelligence out. Multi-language parser for Python, Java and Node.js. ML classifier with confidence scoring, severity estimation and fix suggestions. API key auth, rate limiting, and a feedback loop that retrains the model on real usage data. Built to fit into CI/CD pipelines — not just look good in a demo.

03 / now

What I'm building now

active
ShopSathi
A shopping assistant backend. Focused on recommendation logic, product data pipelines and API architecture. Main project right now.
active
ML Foundations
Going deep into Pandas, NumPy and Statistics — not surface level. Building toward a research lab position and strong ML/AI engineering ability.
next
Developer Tool
The next project after ShopSathi — a developer tooling idea driven by real frustration with existing DX. Details soon.
04 / skills

Tools I actually use

Languages
Pythonprimary
Javacomfortable
C++comfortable
JavaScriptwhen needed
SQLcomfortable
Backend & Infra
FastAPIprimary
PostgreSQLused in prod
Redisused in prod
Dockercomfortable
Linux / Bashdaily
ML & Data
scikit-learnused in prod
Pandaslearning deep
NumPylearning deep
Statisticsfoundations
Tools & Workflow
Git / GitHubdaily
REST API designstudied deeply
Railwaydeployed
VS Codeprimary
05 / contact

Let's talk

If you have a project that needs real backend architecture, a research collaboration idea, or just want to talk systems and ML — reach out. I respond fast to things that are interesting.

Bangladesh · open to remote & relocation
current status
year →3rd year CSE
focus →backend + ml/ai
building →ShopSathi
learning →Pandas, NumPy, Stats
open to →research, internships
// updated 2026