Build an operating model for agentic AI
Operate agentic AI with explicit service ownership, platform contracts, task lifecycle rules, change control, incident response, SLOs, and financial accountability.
AI AgentsPlatform EngineeringOperations
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Build a reliable foundation for autonomous agents
Build an operational foundation for autonomous agents using Polyaxon workload profiles, durable state, bounded authority, evaluation, and recovery ownership.
AI AgentsPlatform EngineeringReliability
Make sandbox selection a platform decision
Evaluate sandbox selection as a Polyaxon platform decision covering execution contracts, identity, scheduling, state, evidence, and operational ownership.
Platform EngineeringSandboxesAI Agents
Build golden paths for enterprise AI delivery
Create self-service AI delivery paths with explicit workload contracts, reusable components, governed connections, evaluation gates, evidence, and safe exceptions.
Platform EngineeringMLOpsGovernance
Make a Kubernetes platform ready for AI workloads
Assess and close the gaps in accelerator access, batch scheduling, inference, data, identity, observability, cost, and ownership before AI workloads scale on Kubernetes.
KubernetesPlatform EngineeringMLOps
Evaluate security controls for AI sandbox platforms
Evaluate AI sandbox platforms using explicit security acceptance criteria, and map Polyaxon capabilities to application and Kubernetes controls.
SecuritySandboxesPlatform Engineering
Remove the bottlenecks blocking AI platform delivery
Diagnose AI platform bottlenecks across ownership, integration, delivery, infrastructure, feedback, and skills, then improve the highest-leverage constraint first.
Platform EngineeringMLOpsStrategy
Build an AI agent infrastructure stack with Polyaxon
Map an AI agent stack to Polyaxon services, jobs, sandboxes, queues, connections, tracking, and versioned components without conflating their responsibilities.
AI AgentsPlatform EngineeringArchitecture
Build an internal developer platform on Kubernetes
Turn Kubernetes into a developer platform with product discovery, workload contracts, self-service templates, secure defaults, actionable diagnostics, and measurable adoption.
KubernetesPlatform EngineeringDeveloper Experience