
AI Architect – Software
4 days ago
Job Title: AI Architect – Software & Data Engineering, LLM/RAG Specialist
Location: Hybrid (3 days onsite / 2 days remote -Karachi or Islamabad)
Type: Full‑time
About the Role
We are looking for a hands-on AI Architect who bridges software development, data engineering, and advanced AI/ML. You will design and code AI solutions that leverage large language models, embeddings and retrieval‑augmented generation while ensuring robust data pipelines and integration with our software products. This role requires a strong foundation in software engineering and data engineering along with deep expertise in AI/ML.
Key Responsibilities
- Cross‑Disciplinary Solution Design
○ Engage with stakeholders to understand product requirements and architect
end‑to‑end solutions incorporating data ingestion, model training, deployment
and monitoring.
○ Design systems that combine traditional software components with AI/ML models
and modern data engineering practices.
- Hands‑On Development
○ Write and maintain production‑quality code across back‑end services, data
pipelines and model inference layers, primarily using Python and at least one
other language (e.g. .Net, Java).
○ Build RESTful or gRPC APIs to expose AI functionality and integrate with
front‑end and other microservices.
- Data Engineering & Pipeline Construction
○ Develop and manage data pipelines for ingestion, transformation and storage
(using tools such as Apache Spark, Kafka, Airflow, SQL/NoSQL databases).
○ Work with vector databases and embedding stores for retrieval‑augmented
systems.
○ Ensure data quality, schema management and robust ETL processes that
support model training and inference.
- Advanced AI/ML & LLM Expertise
○ Train, fine‑tune and deploy machine‑learning and deep‑learning models,
including large language models (LLMs) and transformer architectures (e.g.,
GPT, Llama, Mistral).
○ Implement embedding techniques (e.g., sentence and document embeddings),
retrieval‑augmented generation (RAG) pipelines and hybrid search (vector +
keyword).
○ Build customised pipelines using frameworks like LangChain, LLamaIndex or
similar to integrate models with diverse data sources.
- System Optimisation & Scalability
○ Optimise model performance (latency, throughput and accuracy) for production
workloads, using techniques such as model quantisation, batching and caching.
○ Scale services using containerisation (Docker) and orchestration (Kubernetes) on
cloud platforms (AWS, Azure, GCP).
- Collaboration & Mentorship
○ Collaborate with software engineers, data scientists and DevOps teams to deliver
cohesive solutions.
○ Mentor junior engineers and share best practices in software development, data
engineering and AI/ML.
- Monitoring & Maintenance
○ Implement observability for data pipelines and AI services (logging, metrics,
model drift detection).
○ Continuously monitor and iterate models and pipelines based on feedback and
new data.
Required Skills & Qualifications
● Bachelor's or Master's degree in Computer Science, Data Engineering, Artificial
Intelligence or related field.
● Experience: Minimum 6–8 years in software development and data engineering, with at
least 3 years of hands‑on AI/ML experience.
● Proficiency in Python and deep familiarity with AI/ML frameworks (e.g., PyTorch,
TensorFlow, Scikit‑learn) and LLM libraries (e.g., Hugging Face Transformers,
LangChain).
● Hands‑on experience building and deploying large language models, embeddings, RAG
pipelines and vector‑database‑powered applications.
● Strong knowledge of data engineering tools (Spark, Kafka, Airflow), relational and
NoSQL databases, and proficiency in SQL.
● Experience designing and operating microservices, APIs and containerised applications
on cloud platforms.
● Solid understanding of MLOps best practices (CI/CD for ML, model versioning,
automated testing, monitoring).
● Strong problem‑solving and communication skills; ability to translate business
requirements into technical designs.
Preferred Qualifications
● Experience with GPU orchestration (NVIDIA Triton, KServe) for model serving.
● Knowledge of privacy‑preserving techniques and responsible AI practices.
● Exposure to reinforcement learning or recommendation systems.
What We Offer
● The chance to work on cutting‑edge AI projects integrating software, data and advanced
models.
● A collaborative environment where hands‑on coding and architectural leadership go
hand in hand.
● Support for ongoing learning and professional development in AI/ML and data
engineering.
● Health Insurance
● Gadget Allowance
Job Type: Full-time
Pay: Rs300, Rs350,000.00 per month
Work Location: In person
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