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

Extreme Networks
3.6(141)
👥1k-5k
Product/Program/Architecture/Operations
Ohio
$170k - $250k
1 week ago
🤖 AI-First🛠️ Cursor-friendly⚡ Replit🌍 Remote💻 Open Source
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Explicitly requires vibe coding and rapid prototyping with LLMs and AI assistants (Replit, Copilot, Windsurf) for building agent behaviors and workflows.

About the Role

Hands-on AI/ML Product Manager to design and deliver next-generation intelligence agents and the end-to-end AI/ML stack for self-driving network capabilities, focusing on rapid prototyping, agentic systems, and production-grade intelligence that improves reliability, performance, and operational efficiency.

Job Description

Role

We are hiring a hands-on AI/ML Product Builder (Product Manager) to design and deliver next-generation intelligence agents for self-driving networks. You will shape the end-to-end AI/ML stack—platform, pipelines, models, agents, and user-facing applications—to improve monitoring, diagnosis, and optimization across networking products.

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; build evaluation and feedback loops.
  • Collaborate with AI/ML engineers and design to optimize model performance, latency, cost, data quality, explainability, and safety.
  • Ensure intelligence features meet enterprise-grade safety, privacy, and responsible AI constraints.
  • Operate with urgency: simplify complexity, unblock teams, and deliver value quickly.

Requirements

  • Proven experience building and shipping AI/ML features or agents (LLMs, ML models, anomaly detection, predictive systems, or autonomous workflows).
  • Strong product instincts, systems thinking, and the ability to simplify complex technical domains and prioritize outcomes.
  • Skilled at rapid prototyping using AI as a force multiplier (vibe coding tools, RAG and evaluation frameworks, agent orchestration).
  • Ability to read/write lightweight code or scripts in Python with AI assistance to accelerate prototyping.
  • Familiarity with LLM orchestration, retrieval pipelines, vector stores, guardrails, and trade-offs around cost and latency.
  • Experience working with telemetry, logs, and event streams to identify intelligence and automation opportunities.
  • Excellent asynchronous communication skills and experience working remotely.
  • Comfortable operating in fast-paced, ambiguous, zero-to-one environments; experience in networking or security is a plus.

Experience

  • 5+ years in product management or PM/technical hybrid roles.
  • 2+ years building and shipping AI/ML solutions, agents, or intelligence capabilities end-to-end.
  • Portfolio or examples of shipped AI/ML features or agents, rapid prototyping with AI tools, and evaluation of model quality, cost, latency, and reliability.

Tech Stack

LLMsReplitCopilotWindsurfPythonRAGeval frameworksLLM orchestrationretrieval pipelinesvector storesagent orchestration

Skills

Product ManagementSystems ThinkingRapid PrototypingVibe CodingCross-functional CollaborationAsynchronous CommunicationTelemetry & Observability AnalysisEvaluation & MetricsResponsible AI / Safety & PrivacyPrioritizationTechnical Literacy (read/write Python)

Experience Level

Mid

Employment Type

Full-time

Benefits

  • Remote-first
  • Inclusive workplace