AI LLM Technology Architecture Manager Ajouter aux favoris
- Translate business strategy into a technical vision by defining the non-functional requirements (NFRs) necessary to meet operational goals for performance, reliability, and cost.
- Lead stakeholder workshops to align on technical feasibility, define project scope, and manage expectations with clients and leadership.
- Drive the technology selection process, evaluating build-vs-buy decisions for AI platforms (e.g., Arize, LangSmith) and foundational models.
- Architect model- and tool-agnostic multi-agent systems governed by an MCP Control Plane.
- Design and implement the Agent Registry as the mandatory system of record and the AI Gateway for runtime policy enforcement.
- Design and implement a certification gate to ensure no uncertified agents enter production, validating identity, policies, and evaluation metrics.
- Design, implement, and abstract core agent services, including a first-class abstracted memory service with semantic, episodic, and procedural endpoints.
- Architect the end-to-end data pipeline for AI systems, including data ingestion, preprocessing, and synchronization for fine-tuning and RAG.
- Design and implement the context layer-spanning knowledge graphs, vector search, and semantic retrieval-to create reliable, grounded RAG pipelines.
- Architect foundation model adaptation strategies, including dynamic, cost-and-performance-aware model routing and selection.
- Design, implement, and prototype high-throughput, low-latency inferencing solutions using techniques like response caching and request batching.
- Define security, governance, and observability as centrally-enforced, by-design controls for all AI systems.
- Architect a robust, defense-in-depth security framework, including per-agent identity with IAM/IAP binding and layered guardrails.
- Design and implement FinOps controls enforced at the AI Gateway, including token budgets, cost-center labeling, and threshold alerts.
- Establish the framework for comprehensive system evaluation, adopting productized tools and instrumenting observability with OTel
- Define and maintain the enterprise-wide AI reference architecture, reusable design patterns, and a library of approved software components.
- Independently design, implement, build, and deliver proof-of-concept prototypes and foundational software components to validate architectural decisions.
- Produce and own authoritative architecture artifacts, including blueprints, sequence diagrams, design specifications, and Architectural Decision Records (ADRs).
- Mentor and guide cross-functional engineering teams (data, ML, application) on architectural best practices and design patterns.
- Continuously research and integrate emerging AI patterns, frameworks, and technologies to maintain a forward-looking architecture.
- Bachelor's Degree or equivalent
- Minimum of 5 years of experience in designing & deploying enterprise grade advanced ai solutions using agentic, generative and classical AI/ML using at least one cloud vendor.
- Minimum of 2 years of experience in the Agentic, LLM and Generative AI space.
- Minimum of 4 years of coding experience using python
- Minimum of 2 years of experience architecting and operationalizing LLM driven application architecture patterns.
- Minimum of 4 years in coding engineering, machine learning, deep learning and NLP solutions and applications.
- Minimum of 4 years of experience as a machine learning architect in the industry designing big data, machine learning. large scale analytical engineering solutions.
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