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Lead AI/ML Solutions Architect
Lead AI/ML Solutions ArchitectAPPIT Software Inc • Bengaluru, Republic Of India, IN
Lead AI / ML Solutions Architect

Lead AI / ML Solutions Architect

APPIT Software Inc • Bengaluru, Republic Of India, IN
17 hours ago
Job description

What You’ll Do

  • Design, architect, and implement state-of-the-art Generative AI applications and agentic systems using modern AI frameworks such as LangChain, LlamaIndex, or custom orchestration layers.
  • Seamlessly integrate large language models (e.G., GPT-4, Claude, Mistral) into production workflows, tools, or customer-facing applications.
  • Build scalable, reliable, and high-performance backend systems using Python and modern frameworks to power GenAI-driven features.
  • Take ownership of prompt engineering, tool usage, and long / short-term
  • memory management to develop intelligent and context-aware agents.
  • Deliver high-quality results rapidly by leveraging Cursor and other AI-assisted "vibe coding" environments for fast development, iteration, and debugging.
  • Use vibe coding tools effectively to accelerate delivery, reduce development friction, and fix bugs quickly with minimal overhead.
  • Participate in and lead the entire SDLC, from requirements analysis and architectural design to development, testing, deployment, and maintenance.
  • Write clean, modular, well-tested, and maintainable code, following best practices including SOLID principles and proper documentation standards.
  • Proactively identify and resolve system-level issues, performance bottlenecks, and edge cases through deep debugging and optimization.
  • Collaborate closely with cross-functional teams—including product, design, QA, and ML—to iterate quickly and deliver production-ready features.
  • Execute end-to-end implementations and POCs of agentic AI frameworks to validate new ideas, de-risk features, and guide strategic product development.
  • Contribute to internal tools, libraries, or workflows that enhance development speed, reliability, and team productivity.

What You Bring

Extensive Python Expertise :

Hands-on experience in Python development, with a focus on clean, maintainable, and scalable code.

  • Software Design Principles :
  • Mastery of OOP, SOLID principles, and design patterns;
  • proven experience designing and

    leading complex software architectures.

  • GenAI Frameworks :
  • Practical experience with frameworks like LangChain, LlamaIndex, or other agent

    orchestration libraries.

  • LLM Integration :
  • Direct experience integrating APIs from OpenAI, Anthropic, Cohere, or similar providers.

  • Prompt Engineering :
  • Strong understanding of prompt design, refinement, and optimization for LLM-based

    applications.

  • RAG Systems :
  • Experience architecting and implementing Retrieval Augmented Generation (RAG) pipelines

    and solutions.

  • Vector Databases :
  • Exposure to FAISS, Pinecone, Weaviate, or similar tools for semantic retrieval.

  • NLP / ML Knowledge :
  • Solid foundation in Natural Language Processing and core machine learning concepts

  • Cloud & Deployment :
  • Familiarity with cloud platforms like AWS, GCP, or Azure, including deployment of GenAI

    solutions at scale.

  • Containerization & Orchestration :
  • Proficient with Docker, with working knowledge of Kubernetes.

  • MLOps / LLMOps Tools :
  • Experience with platforms such as MLflow, Weights & Biases, or equivalent tools.

  • Semantic Search / Knowledge Graphs :
  • Exposure to knowledge graphs, ontologies, and semantic search technologies.

  • Development Lifecycle : Strong grasp of SDLC processes, Git-based version control, CI / CD pipelines, and Agile methodologies.
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