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zeeshare.com

Agentic AI engineer / Lahore, Pakistan

Muhammad Zeeshan

Summary

Senior Python engineer with 8+ years of experience delivering production backends, integrations, data platforms and applied AI for startups and global enterprises, including clients in the USA and UK.

I build scalable, secure applications on both serverless and traditional architectures: Python, Django, FastAPI and Go, AWS (Lambda, API Gateway, Cognito), and microservices. I work across relational (PostgreSQL), document (MongoDB), key-value (Redis, DynamoDB) and time-series databases.

On the AI side I’m hands-on with Claude, OpenAI, LangChain, RAG, vector search, structured outputs, and tool and API integration.

I’m working toward Forward Deployed Engineer roles, where the job is to turn an ambiguous requirement into a working prototype and then into a reliable production service.

What I'm looking for

Forward Deployed Engineer and AI agent engineering roles.

Based in Lahore, Pakistan. Open to relocation and travel: Riyadh / Dubai.

Experience

  1. Jun 2026 to Present

    Remote

    Founder & Agentic AI Engineer (part-time)

    Independent

    • Prototype and productionize applied AI workflows using Claude, OpenAI, Python, FastAPI, RAG, structured outputs and API-based tools for search, research, operations and knowledge retrieval.
    • Built a voice-enabled RAG search workflow: a voice API, speech-to-text conversion, then a retrieval pipeline that returns results from indexed knowledge sources.
    • Convert successful prototypes into deployable FastAPI services with asynchronous processing, queues, persistence, retries, monitoring and clear API boundaries.
  2. Sep 2025 to Present

    Germany (remote)

    Software Engineer

    Diametos GmbH

    • Backend engineering for sleep-diagnostics healthtech products at a German medical-technology company, in a regulated, quality-critical product environment.
    • Own features from technical design through implementation, testing and deployment.
    • Work daily with a Germany-based engineering team, keeping EU-hours overlap.
  3. Jan 2023 to Sep 2025

    Lahore, Pakistan

    Senior Software Engineer

    Nextbridge Ltd.

    • Developed DeepSerp, an AI SEO/GEO optimization platform that helps websites rank on AI search engines such as ChatGPT, Perplexity and Gemini. It crawls complex websites, converts content into structured data, and powers LLM-assisted analysis and recommendations.
    • Built DeepSerp’s universal web scraping layer, which extracts content from any public website stack (React, Vue, WordPress) and feeds the analysis pipeline.
    • Designed and launched a centralized AI search engine in 2024 using Retrieval-Augmented Generation, LangChain and OpenAI embeddings. It syncs products from four backend systems, serves three frontends through one hybrid search (vector plus text) with millisecond-range responses, and solved the client’s main product-discovery problem.
    • Led development of a distributed scraping system that reduced end-to-end processing time from 4.5 hours to under an hour (about 75%) and lowered infrastructure cost by about 40% through adaptive concurrency, queue-based load balancing and resource optimization.
    • Engineered high-throughput ingestion pipelines processing 1.4M+ products daily with 200+ concurrent workers, using enterprise proxy networks (Zyte, Oxylabs) with region-aware routing for geo-accurate requests across the US and Canada.
    • Integrated third-party data sources through Zyte’s scraping API, SERP APIs and product data APIs (BigBox, Best Buy, Sync Centric).
    • Built production crawlers for major retail and automotive platforms, including VIN-based vehicle data extraction: pricing, dealer metadata, listing history and market trends.
    • Normalized scraped catalog, pricing, availability and automotive data into consistent schemas for market analysis, price comparison and feed ingestion, supporting real-time and batch workloads.
    • Optimized persistence and caching with PostgreSQL, Redis and NoSQL databases, applying indexing, query optimization and caching for correct, low-latency access.
    • Owned services end to end: unit and integration testing with a test-driven approach, production deployments, incident investigation and continuous refactoring.
    • Implemented observability for throughput, queue backlogs, error patterns and resource utilization; led code reviews and mentored 4 to 6 engineers.
  4. Dec 2021 to Dec 2022

    London, UK (remote)

    Python Developer

    Ten Lifestyle Group

    Global travel and lifestyle concierge company headquartered in London, with 22 offices worldwide.

    • Built a RESTful API and a microservice from scratch using Django, Django REST Framework, Django Ninja and FastAPI, and debugged and resolved issues in the existing application.
    • Developed Python services and low-latency REST, GraphQL and gRPC APIs for customer-facing and internal applications serving multiple global regions, with Celery for async tasks and Redis and AWS RDS for data and caching.
    • Designed services following Domain-Driven Design principles, with clearly defined bounded contexts and aggregate boundaries, inside a microservices architecture.
    • Improved delivery quality through unit and integration testing (about 75% coverage), code reviews, refactoring and debugging.
    • Worked in Agile/Scrum with Jira for sprint planning, estimation and delivery, contributing to predictable, iterative releases.
    • Supported production operations: investigating issues, resolving bugs, and assisting with deployment and post-release monitoring.
  5. May 2021 to Dec 2021

    New York, NY (remote)

    Software Engineer

    Ethyca

    Privacy engineering platform that automates data privacy compliance for laws such as CCPA and GDPR.

    • Worked on Ethyca’s privacy platform (Fides), which automates privacy requests across databases, data warehouses and third-party vendors.
    • Took part in code reviews, debugging and refactoring to improve maintainability and long-term stability.
    • Wrote unit and integration tests so new features met functional and non-functional requirements before release.
  6. Sep 2020 to Dec 2021

    Islamabad, Pakistan

    Backend Software Engineer

    Emumba

    AWS Service Delivery Partner for Amazon RDS.

    • Contributed to the backend of Zero Trust Network Access (ZTNA) systems for Extreme Networks, ensuring only authenticated users and devices can reach internal applications in an identity-aware network environment.
    • Built secure enterprise backend services and REST APIs in Python (Django/DRF) and Go across monolithic and microservice architectures.
    • Implemented event-driven and long-running workflows using Cadence, and integrated Ambassador API Gateway for service routing and internal and external API management.
    • Built data pipelines to handle structured data flows between services.
    • Coordinated with the project manager and coworkers to resolve 30+ build breaks a month, and supported testing, debugging and production operations.
  7. Mar 2020 to Apr 2021

    Canada (remote)

    Python Developer (contract)

    Citibank

    Consumer division of the financial services multinational Citigroup.

    • Designed Python automation and a custom ETL pipeline processing millions to billions of records for enterprise banking reporting.
    • Built shell scripts and Python tools to automate daily operational workflows, improving stability and reducing execution errors in production.
    • Worked with stakeholders to understand business and compliance requirements and turn them into backend solutions that fit financial system constraints.
    • Optimized SQL and database workflows, and supported testing, debugging and production issue resolution.
  8. Jan 2018 to Sep 2020

    Lahore, Pakistan

    Full Stack Engineer

    Crewlogix Technologies

    Custom software development company building web and mobile applications for startups and brands.

    • Built web applications and APIs with Python and Django, securing them with OAuth and JSON Web Tokens.
    • Designed and optimized databases in PostgreSQL, MySQL and DynamoDB, with caching in Redis and Amazon ElastiCache.
    • Handled geographic data with PostGIS, including mapping and spatial queries.
    • Developed user interfaces with Angular and JavaScript, with AJAX for real-time updates.
    • Managed AWS infrastructure and storage (S3, SQS, RDS) and monitored applications with CloudWatch.
    • Delivered features across backend, frontend, data, security, deployment and monitoring in Agile/Scrum teams with end-to-end ownership.

Skills

AI agents and conversational AI

  • Claude / Claude Code
  • OpenAI
  • LangChain
  • RAG
  • Embeddings
  • Hybrid search
  • Semantic search
  • Structured outputs
  • Tool and API integration
  • Voice APIs
  • Speech-to-text
  • Groq

Languages and frameworks

  • Python
  • Django / DRF
  • FastAPI
  • Flask
  • Pydantic
  • Go
  • JavaScript
  • TypeScript
  • Angular
  • PHP
  • Django Ninja
  • Pandas
  • React / Next.js

Integration and reliability

  • Async Python
  • REST
  • GraphQL
  • Webhooks
  • Queues
  • Retries
  • Idempotency
  • Error handling
  • Monitoring and observability
  • gRPC
  • WebSockets

Databases

  • PostgreSQL
  • PostGIS
  • MySQL
  • MongoDB
  • DynamoDB
  • Redis
  • pgvector
  • ChromaDB
  • Pinecone
  • InfluxDB
  • Prometheus

Architecture and messaging

  • Microservices
  • Monoliths
  • Domain-Driven Design
  • Event-driven systems
  • Cadence
  • API gateways
  • Celery
  • RabbitMQ
  • Kafka
  • SQS

Cloud and delivery

  • AWS Lambda
  • API Gateway
  • Cognito
  • S3
  • RDS
  • EC2
  • CloudFront
  • GCP
  • Docker
  • Kubernetes
  • Terraform
  • GitHub Actions
  • GitLab CI/CD
  • Bitbucket Pipelines
  • Grafana
  • Step Functions
  • ElastiCache
  • CloudWatch

Testing and code quality

  • Pytest
  • Test-driven development
  • Pre-commit hooks
  • Black
  • Flake8
  • isort
  • Bandit
  • Pylint

Automation and data acquisition

  • Scrapy
  • Playwright
  • Selenium
  • SeleniumBase
  • BeautifulSoup
  • Crawl4AI
  • Firecrawl
  • Zyte
  • Oxylabs
  • High-concurrency worker systems

Forward-deployed delivery

  • Technical discovery
  • Workflow mapping
  • Solution architecture
  • Rapid prototypes
  • Stakeholder collaboration
  • Documentation
  • Production support
  • Scrum
  • Jira

Certifications and badges

See all 33 with verification links

In progress

CCAR-F: Claude Certified Architect, Foundations

Preparing now. Study notes are published in the journey. Read the journey

Earned so far: 9 skill badges, 22 completion badges and 2 course certificates. The skill badges are the assessed ones: each ends in a graded hands-on lab on Google Cloud.

  • Claude 101Anthropic
  • Claude Code 101Anthropic

Education

B.S. Computer Science

FAST National University of Computer and Emerging Sciences, Pakistan

2013 to 2017

Community

Moderator and LeetCode Instructor, iCodeGuru

Mentoring engineers, running code reviews and supporting interview preparation.