India Job Openings
Cognite
Solution Architect Industrial Agents
Bengaluru
FULL TIME
September 6, 2024
We are extending our footprint to the vibrant landscapes of India, which opens the door for you to be part of the expansion from the beginning. Join us to forge the path to a smarter, more connected industrial future!
Learn more about Cognite here
Multi-Agent framework architecture and development
The Industry Innovation and Solutions Team enriches and augments Cognite products and platforms by developing “pathways to product” through the creation of innovative solutions, repeatable templates, and frameworks. The team comprises cross-functional and cross-technology experts responsible for delivering advanced domain and technology advisory services that drive the success of customer engagements. This team plays a pivotal role in landing initial offerings and integrating Cognite Products with tailored services, ensuring that our solutions meet the evolving needs of our clients and driving customer success. The team maintains a keen awareness of the competitive and partnering ecosystem, providing strategic insights that address key business and technical challenges our customers face. The team is deeply involved in programs to improve operational efficiency, repeatability, and scalability.
Solution Architects within the team develop and implement templates and frameworks that enable our delivery resources to execute projects more effectively, thereby enhancing the overall success of our engagements.
We are seeking a highly skilled and innovative Solutions Architect with expertise in Generative AI and associated technologies to join our team in Bangalore. In this role, you will be responsible with a strong emphasis on designing, developing, and implementing cutting-edge generative AI solutions that drive business innovation and enhance customer experiences for creating a cutting-edge multi-agent framework-based solution built on top of our Cognite Data Fusion and Cognite Atlas AI and additional ecosystem advanced AI technologies. This role will enable our clients to deploy intelligent agents that can autonomously interact with, manage, and optimise complex industrial processes by leveraging the power of knowledge graphs, AI, and evolutionary algorithms. The ideal candidate will have deep expertise in AI agents, multi-agent systems, and a wide range of generative AI technologies and frameworks.
As a Solutions Architect, you will collaborate closely with cross-functional teams to understand business requirements, translate them into technical specifications, and architect scalable AI solutions that integrate seamlessly with existing systems. You will collaborate with Product, Global Customer Success and Sales to drive the development of AI frameworks and tools, focusing on generative AI, AI agents, and the latest AI technologies. Additionally, you will provide technical leadership, mentor software engineers, and stay ahead of the latest trends in AI to ensure our solutions remain at the forefront of the industry. Your contributions will be critical in developing AI agents that can autonomously execute tasks, adapt to changing environments, and interact effectively with users and other systems, leveraging the latest advancements in AI & generative AI.
A typical day as a Cogniter will contain the following tasks & responsibilities
- As a Solutions Architect, you will be an expert in how we implement our Cognite Saa S offerings and applications and ensuring that the data is efficiently modeled and contextualized in Cognite Data Fusion (E.g graph and relational)
- Integrations are well thought out and robust Important quality criteria for the solution are met (E.g. CI/CD, logging, security)
- Operational responsibility and support agreements for the delivered solution are clearly defined
- Design overall technical solution and ensure technical fit within the customer ecosystem and target architecture
- Design integration and data model using Cognite data connectors, Cognite platform components, SQL, Python/Java and Rest APIs
- Advisor to our customers and partners on Cognite Data Fusion, Cognite Atlas AI and Cognite products, solutions, and platforms
- Design, develop, and implement generative AI solutions with a strong focus on AI agents, multi-agent systems, and the latest generative AI technologies to drive business innovation and enhance customer experiences.
- Collaborate with cross-functional teams to understand business requirements and translate them into technical specifications for generative AI solutions.
- Architect scalable AI solutions, including AI agents, that integrate seamlessly with existing systems and leverage cutting-edge technologies.
- Drive development of AI frameworks, and tools, with a particular emphasis on generative AI, AI agents, natural language processing (NLP), agent orchestration, and reinforcement learning.
- Provide technical leadership and mentorship to software engineers, with a focus on developing skills in generative AI, AI agents, and advanced AI technologies.
- Stay ahead of the latest trends and advancements in AI, particularly in generative AI, AI agents, and associated technologies, to ensure our solutions remain cutting-edge and industry-leading.
- Develop and deploy AI agents capable of autonomous task execution, environment adaptation, and effective interaction with users and systems, utilizing the latest generative AI frameworks and models.
- Collaborate with Global Delivery on customer engagements, to demonstrate the value and feasibility of AI-driven solutions, particularly those involving AI agents, generative AI technologies, and advanced AI methodologies.
- Vector Database Proficiency: Knowledge of vector databases like Pinecone, Milvus, Weaviate, or Faiss, including their architecture and use cases.
- Vector Embedding Creation: Experience in generating vector embeddings from textual, visual, or other data using common industry models.
- Skills in creating, managing, and optimizing indexes for efficient similarity search within vector databases, including knowledge of ANN search algorithms.
- Data Ingestion and Querying: Proficiency in ingesting large datasets into vector databases and writing optimized queries for complex similarity searches.
- Scaling and Performance Tuning: Ability to scale vector databases to handle large datasets and optimize search performance through resource management and index tuning.
- Document Retrieval and Prompt Engineering: Skills in designing effective document retrieval strategies and crafting prompts that leverage retrieved documents in the generation process.
- Data Pipeline and Deployment: Expertise in managing data pipelines for RAG systems, from ingestion to retrieval and generation, and deploying RAG systems at scale.
- Cross-Skills in Embedding and Security: Proficiency in generating and transforming embeddings for both retrieval and generation tasks, with a focus on security, compliance, and API integration
We believe most of these should match your experience
- 10+ years of experience in software engineering, with a focus of at least 5+ years in AI and 2+ years on Generative AI, machine learning, or intelligent systems.
- Proven experience in developing and deploying multi-agent systems, preferably using frameworks like Lang Chain. (Mandatory experience)
- Experience with knowledge graphs, graph databases, or related technologies (e.g., Neo4j, RDF, SPARQL).
- RAG Architecture Understanding: In-depth knowledge of Retrieval-Augmented Generation (RAG) systems, integrating retrieval with generative models to produce informed responses.
- Model Integration and Fine-Tuning: Experience in integrating and fine-tuning pre-trained models with retrieval systems in RAG pipelines for enhanced performance
- Proficiency in Python, Java Script, or other relevant programming languages.
- Deep understanding of multi-agent frameworks, including agent communication, decision-making, and learning strategies.
- Strong background in knowledge of graph technologies and their applications.
- Experience in Time Series Analysis involving detecting trends and patterns, forecasting future values using models like ARIMA, SARIMA, Prophet, and LSTMs, and identifying anomalies or outliers in time series data.
- Experience in optimizing the performance of AI agents in real-time, high-load environments, including the use of reinforcement learning and other adaptive techniques.
- Familiarity with cloud platforms (e.g., AWS, Azure) and containerization technologies (e.g., Docker, Kubernetes).
- Experience with API development and integration.
- Strong problem-solving skills and the ability to think critically about complex systems.
- Excellent communication skills, with the ability to explain technical concepts to both technical and non-technical stakeholders.
- Ability to work in a fast-paced, collaborative environment and manage multiple priorities.
- Experience in the industrial sector or with industrial data. (Not mandatory)
- Knowledge of big data technologies (e.g., Hadoop, Spark) and real-time processing frameworks.
- Data Handling and Storage: Proficiency in reading and writing data in various formats (CSV, JSON, SQL) and using storage tools like SQLite and SQL databases.
- Feature Engineering and Dimensionality Reduction: Expertise in creating new features to enhance model performance and using techniques like PCA and t-SNE to reduce feature dimensionality while retaining key information.
- Expertise with Model Interpretability by using Tools and frameworks like SHAP (SHapley Additive ex Planations), LIME (Local Interpretable Model-agnostic Explanations), and feature importance to understand model predictions.
- Join an organization of 70 different nationalities \u D83C\u DF10 with Diversity, Equality and Inclusion (DEI) in focus \u D83E\u DD1D
- ITPL office location (Bengaluru)
- A highly modern and fun working environment with sublime culture across the organization, follow us on Instagram @cognitedata \u D83D\u DCF7 to know more
- Flat structure with direct access to decision-makers, with minimal amount of bureaucracy
- Opportunity to work with and learn from some of the best people on some of the most ambitious projects found anywhere, across industries
- Join our HUB \u D83D\u DDE3️ to be part of the conversation directly with Cogniters and our partners.
- Hybrid work environment globally
Why choose Cognite? \u D83C\u DFC6 \u D83D\u DE80
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