Production systems & architecture

Shipped engineering systems.

Seven verifiable production codebases solving real problems in Bangladesh — safety-critical RAG, multi-agent spatial routing, telehealth, and automation pipelines.

The Research-to-Production Loop

I operate under a simple engineering principle: research without deployed systems is speculative, and systems without empirical evaluation are fragile. Each codebase below is a complete, working software artifact with an accessible GitHub repository, containerized setup, and verifiable metrics.

01 · Empirical Grounding

Architectures derived from measured failure modes rather than generic templates.

02 · Deployed Verifiability

Every project links to a public GitHub repository with clear setup instructions.

03 · Real-World Impact

Built for Bangladesh challenges: flood triage, farmer advisory, e-GP tender monitoring.

Production Software Systems (7 Repositories)

All Public on GitHub
AI & RAG
2024 – 2026

KrishokChat

Role · Lead AI & Systems Architect

Safety-aware Bengali agricultural advisory RAG with crop vision disease diagnostics.

Knowledge Nodes: 2,120 NodesWheat Sweep: 88% AccuracyCrop Sweep: 99.8% Recall
Next.js ·FastAPI ·FAISS ·BM25 ·mE5-small
AI & RAG
2024 – 2025

Nirapod Probaho (AegisFlow)

Role · Full-Stack & Multi-Agent Lead

AI-orchestrated multi-agent disaster resilience and relief distribution platform.

Agent Crew: 4 Multi-Agent RolesSpatial Engine: PostGIS SpatialMap Rendering: MapLibre GL 60fps
Next.js ·CrewAI ·Gemini 1.5 Pro ·MapLibre GL ·PostGIS
Full-Stack
2024

PawCare

Role · Sole Developer

Veterinary telemedicine and multimodal clinical assistant application.

Telehealth: Vonage SMS GatewayAuthentication: Clerk AuthDatabase: Prisma + PostgreSQL
Next.js ·React ·Clerk ·Prisma ORM ·PostgreSQL
Automation
2024

ATIS (Automated Tender Intelligence)

Role · Sole Developer

Automated government e-GP tender monitoring and instant alert distribution.

Scraper Engine: Headless PlaywrightAlert Latency: <60s Telegram Dispatch
Python ·Playwright ·BeautifulSoup ·Telegram Bot API ·SQLite
Full-Stack
2023 – 2024

FoodWise

Role · Full-Stack Developer

Food surplus management and logistics platform with spatial routing.

Spatial Engine: PostGIS RoutingAnimation: GSAP 60fps
Django ·Python ·PostGIS ·PostgreSQL ·GSAP
AI & RAG
2023

Document-QA Assistant

Role · Sole Developer

Interactive document question-answering assistant on real-time tabular and textual data.

Embeddings: FAISS Vector IndexPipeline: LangChain Orchestrator
Streamlit ·LangChain ·FAISS ·OpenAI API ·Python
Multimodal
2023

MathScriber

Role · Sole Developer

Handwritten math diagram and formula OCR-to-LaTeX converter.

Vision Model: pix2tex TransformerRendering: MathJax Real-Time
Django ·pix2tex ViT ·MathJax ·Python

Core Architectural Stacks Across Our Systems

Full-Stack & Web

Next.js 15 (App Router, Server Components), React 19, Tailwind CSS, TypeScript, Payload CMS, Prisma ORM

Backend & Microservices

FastAPI, Python, Django, Node.js, RESTful API design, background worker queues, WebSocket streaming

Spatial & Databases

PostgreSQL, PostGIS geospatial indexing, MapLibre GL 60fps vector tile rendering, Redis, SQLite

AI & Automation

LangChain, LangGraph, CrewAI multi-agent crews, FAISS vector indices, Playwright headless browser scrapers

See the Empirical Research Behind These Systems

Read our 5 preprint papers detailing the diagnostic benchmarks and evaluation sweeps that informed these system architectures.