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Product Manager – AI/ML Product Builder (Core Intelligence)

Extreme Networks
3.6(141)
👥1k-5k
Product/Program/Architecture/Operations
Indiana
$170k - $250k
1 week ago
🤖 AI-First🛠️ Cursor-friendly⚡ Replit🌍 Remote💻 Open Source
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Explicitly requires vibe coding skills and rapid prototyping with LLMs and copilots.

About the Role

Hands-on AI/ML Product Manager focused on designing and delivering agentic intelligence for self-driving network capabilities. Own the end-to-end lifecycle of AI/ML features—discovery, prototyping, shipping, and iteration—working closely with engineering, design, and domain SMEs to improve network reliability, diagnostics, and automation.

Job Description

Role

We are hiring a mid-level, hands-on AI/ML Product Builder to define and deliver the next generation of intelligence agents for self-driving networks. You will shape the foundational intelligence layer across products, working across platform, models, agents, and user-facing applications to improve monitoring, diagnosis, and optimization of networks.

Key Responsibilities

  • Partner with cross-functional teams and network SMEs to define and build AI/ML-powered agents that improve reliability, performance, and operational efficiency.
  • Own the end-to-end lifecycle for intelligence capabilities: discovery, scoping, prototyping, development, launch, and iteration.
  • Use AI tools (LLMs, copilots, vibe coding) to prototype agent behaviors, automations, evaluators, reasoning flows, and UX interactions.
  • Work with engineering to design and ship agentic systems that perform multi-step reasoning, take actions, validate outcomes, and learn from telemetry.
  • Translate telemetry, events, logs, and signals into models, insights, and agent behaviors.
  • Define agent policies, triggers, safety boundaries, and success criteria; drive clarity with product and outcome definitions and evaluation frameworks.
  • Collaborate with design to create trustworthy, explainable AI/ML experiences for diagnostics, troubleshooting, and decision assistance.
  • Partner with AI/ML engineers to optimize model performance, latency, cost, data quality, and decision accuracy; build feedback loops and evaluation systems.
  • Ensure intelligence features meet enterprise-grade safety, privacy, responsible AI, and operational constraints.
  • Operate with urgency to simplify complexity, unblock teams, and ship value quickly.

Requirements

  • 5+ years in product management or PM/technical hybrid roles, with 2+ years building and shipping AI/ML solutions, agents, or intelligence capabilities end-to-end.
  • Proven experience building and shipping AI/ML features or agents (LLMs, ML models, anomaly detection, predictive systems, or autonomous workflows).
  • Demonstrated ability to rapid-prototype using AI as a force multiplier (vibe coding tools, RAG & eval frameworks, agent orchestration).
  • Ability to read/write lightweight code or scripts in Python (using AI assistance for prototyping).
  • Strong product instincts: simplifying complex technical domains, prioritizing, and defining user value; experience evaluating model quality, cost, latency, and reliability.
  • Familiarity with LLM orchestration, retrieval pipelines, vector stores, guardrails, and cost/latency trade-offs; understanding of agentic patterns is a plus.
  • Experience working with telemetry, logs, and event streams to identify automation opportunities.
  • Excellent asynchronous communication and experience operating in fast-paced, ambiguous, zero-to-one environments.
  • Networking and/or security experience is a plus but not required.

Experience & Portfolio

  • 5+ years product management or equivalent PM/technical hybrid experience.
  • 2+ years directly building and shipping AI/ML solutions or agents.
  • Portfolio or examples showing shipped AI/ML features or agents, rapid prototyping with AI tools, and evaluation of model performance and trade-offs.

Tech Stack

LLMsReplitCopilotWindsurfRAGEval frameworksAgent orchestrationRetrieval pipelinesVector storesPython

Skills

Product ManagementSystems ThinkingRapid PrototypingVibe CodingCross-functional CollaborationCommunication (async)Telemetry and Log AnalysisEvaluation FrameworksResponsible AI and SafetyPrioritizationExperimentationTechnical Literacy (read/write code)Agent Design

Experience Level

Mid

Employment Type

Full-time

Benefits

  • Remote-first
  • Inclusive workplace