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Aneeq Khatri

AI Engineer · AI engineering: agents, retrieval, and evaluation

Karachi, Pakistan · Open to fully remote roles worldwide

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Summary

AI engineer with five years of industry experience, specialising in agentic AI: designing, building, evaluating and operating production multi-agent systems. I architect agent workflows in Python with LangChain, LangGraph, the OpenAI Agents SDK and MCP. Tool calling, retrieval, orchestration, context engineering, structured outputs. And back every system with evaluation pipelines, guardrails, human-in-the-loop controls and observability, so behaviour is measured rather than assumed. A full-stack TypeScript, React and Node.js background lets me carry an AI feature through the backend and into the product.

Experience

  1. Dec 2025 to Present

    AI Engineer · Voya AI

    Full-time · Remote · Sarasota, Florida, USA

    • Design, build and operate production multi-agent systems in Python with LangChain and LangGraph, covering tool calling, retrieval, orchestration, context management and structured outputs
    • Architect multi-agent systems of 5 to 6 specialised agents that coordinate, share context and delegate end-to-end tasks, cutting manual intervention on operational workflows by ~30%
    • Build integrations between agents and enterprise systems. External APIs, databases, third-party services and vector stores, sustaining 80%+ tool-selection accuracy in production
    • Implement evaluation pipelines measuring output quality, agent behaviour and regressions, with curated eval datasets, automated evaluators and LLM-as-judge scoring gating every prompt and model change
    • Build observability, tracing and debugging for AI systems with LangSmith and Langfuse, diagnosing failures across prompts, model behaviour and external integrations
    • Apply secure engineering practice to agent systems: authentication and authorization, RBAC, secrets management, audit logging and secure tool execution, with guardrails and human-in-the-loop controls on actions that carry real-world consequences
    • Reason about reliability, latency and cost as first-class constraints, profiling agent workflows and managing tradeoffs across model providers
    • Ship via Docker and GitHub Actions CI/CD to AWS
  2. Aug 2025 to Present

    Agentic AI Engineer & Trainer · PIAIC

    Presidential Initiative for AI and Computing · Part-time · Hybrid · Pakistan

    • Engineer AI-native products including an accounting platform and e-commerce systems using the OpenAI Agents SDK, CrewAI and MCP, applying spec-driven and test-driven development to keep agentic systems predictable
    • Build RAG pipelines over document and structured data using embeddings and vector databases for retrieval-grounded analysis and content generation
    • Ship reference implementations adopted across national programme projects, and mentor engineers in agent development and evaluation practice
  3. Sep 2024 to Jul 2025

    Full-Stack Developer (AI Focused) · Celeritas Digital

    Full-time · Hybrid · Karachi, Pakistan

    • Integrated AI-powered features into existing products, strengthening core functionality and driving a ~15% improvement in user engagement
    • Proposed and prototyped new generative-AI capabilities, several of which were adopted into the product roadmap
    • Shipped on schedule in a fast-moving product team, working across frontend and backend alongside product, design and QA
  4. Jun 2023 to Sep 2024

    Software Engineer · Avialdo Solutions

    Full-time · Hybrid · Karachi, Pakistan

    • Owned delivery of critical features end to end, from technical design through deployment, improving team velocity and response times
    • Mentored junior developers through code review and pair programming, set code-quality standards, and covered team-lead responsibilities when needed
  5. Dec 2022 to Jun 2023

    MERN Stack Developer · SoftApps LLC

    Full-time · Onsite · Karachi, Pakistan

    • Built web and cross-platform applications with React, React Native, Node.js, Express and MongoDB, delivering features from concept to production
    • Designed and optimised RESTful APIs and event-driven services with Kafka for performance and scalability as traffic grew
  6. Sep 2022 to Nov 2022

    Web Developer Intern · RIKSOF

    Full-time · Onsite · Karachi, Pakistan

    • Contributed to client projects, working hands-on with real production codebases
  7. Nov 2020 to Feb 2022

    Accounts Assistant · Daily Dubai Restaurant

    Full-time · Karachi, Pakistan

    • Where the career began: bookkeeping, account reconciliation, balance-sheet preparation and the core financial tasks that keep a business running
    • This is where the repetitive, detail-heavy work that finance teams carry every day became obvious, the exact problems now solved with agents

AI education (concurrent, part-time)

  1. Feb 2024 to Present

    Head of Faculty & Lead Trainer · GIAIC

    Governor Sindh Initiative for AI and Computing · Part-time · Karachi, Pakistan

    • Lead a faculty of ~100 instructors across multiple cohorts, setting teaching standards and ensuring consistent delivery at national scale
    • Trained over 5,000 engineers in agentic AI through Pakistan's national AI programmes
    • Own end-to-end academic quality assurance: class synchronisation, content fidelity, syllabus adherence and student progress tracking
    • Mentor both students and instructors, collaborating with industry experts to keep courses aligned with real-world demands
  2. Aug 2025 to Present

    Agentic AI Trainer · PIAIC

    Presidential Initiative for AI and Computing · Part-time · Hybrid · Pakistan

    • Teach agentic AI across national cohorts: agent architectures, tool and function calling, retrieval, and the evaluation practice that tells a student whether their agent actually works
    • Ship reference implementations that are adopted across national programme projects, so the teaching material and the production patterns stay the same thing
    • Mentor engineers through the step most courses skip, moving from an agent that answers to an agent that can be trusted with a real task
  3. Aug 2026 to Present

    Lead AI Trainer · Saylani Mass IT Training (SMIT)

    Part-time · Karachi, Pakistan

    • Design and deliver hands-on agentic AI training covering multi-agent architectures, tool calling and agent evaluation
    • Bridge classroom AI and production AI: students build, break, test and ship real agentic workflows rather than following demos

Technical skills

AI system design
  • Tool and function calling
  • Agent orchestration
  • Multi-agent systems
  • Context engineering
  • Structured outputs
  • Agent memory
  • Guardrails
  • Human-in-the-loop controls
Agent & LLM frameworks
  • LangChain
  • LangGraph
  • CrewAI
  • OpenAI Agents SDK
  • MCP
  • OpenAI API
  • AWS Bedrock
  • n8n
Retrieval
  • RAG architectures
  • Embeddings
  • Semantic & vector search
  • Chunking and indexing
  • pgvector
  • Pinecone
  • Qdrant
  • Chroma
Evaluation & observability
  • Eval pipelines
  • LLM-as-judge
  • Automated evaluators
  • Eval dataset curation
  • Regression tracking
  • LangSmith
  • Langfuse
  • Tracing & debugging
Security & governance
  • AuthN / AuthZ
  • RBAC
  • Secrets management
  • Audit logging
  • Secure tool execution
  • Policy enforcement
  • Data handling & privacy
Languages & backend
  • Python
  • TypeScript
  • FastAPI
  • Django
  • Node.js
  • NestJS
  • REST
  • GraphQL
  • Microservices
  • SQL
Data & infrastructure
  • PostgreSQL
  • MongoDB
  • Kafka
  • Docker
  • AWS
  • GCP
  • Azure AI
  • GitHub Actions
  • TDD

Education & certifications

  • BS Computer Science · Virtual University of Pakistan

    Apr 2023 to Dec 2026 (expected)

  • Certified Cloud Applied Agentic AI Engineer · PIAIC

    Oct 2022 to Sep 2024

    Agentic AI, generative AI, LLMs, microservices, TDD, event-driven architecture

  • AWS Developer Associate (training programme) · SMIT

    Aug 2024 to Jan 2025

  • MERN Stack Development · Jawan Pakistan

    Apr 2022 to Jan 2023