Polyaxon v3 is coming, it's fully backward compatible with v2, and it is a major release that introduces new features, improvements, and fixes.

We are sharing the work in public before the full final release ships:

• Comparing dense run views with charts, graphs, synced hover states, and tooltip diffs. (Completed)
• Debugging live workloads with tmux sessions, sandbox execution, and better access to runtime state. (Beta)
• Preparing governed remote access through the SSH plugin. (Beta)
• Auto-research and auto-tuning of hyperparameters with LLMs and agentic AI. (WIP)
• Wiring automation, hooks, and events into platform state so teams can launch evaluations, notifications, and downstream jobs when runs change. (Alpha)
• Managed agents and single gateway endpoint for customer clusters: users can connect their Kubernetes clusters or cloud accounts to Polyaxon and manage them from our single control plane. (WIP)
• Managed artifacts stores. (WIP)
• Built in connections and integrations. (Alpha)
• Incoming events from git providers, webhooks, and other external systems. (Alpha)
• LLMs and agentic AI gateway: API, fallbacks, load balancing, retries, custom guardrail hooks, advanced evals & more. (WIP)
• Built-in monitoring and observability for agents, jobs, and clusters. (WIP)
• Simplified Polyaxonfile syntax and new features for running and managing workloads. (WIP)
• Possibility to start runs without without having to define a Polyaxonfile. (WIP)
• WarmPool: a pool of pre-warmed Sandboxes that can be quickly allocated to users, reducing the time it takes to get a new Sandbox up and running.

V3.0.0

Core

• New: Add new sandbox interface to allow running agent and AI-generated code in dynamically defined sandboxes.
• Enhancement: Extract schedules to be a first-class concept in the system.

Infra

• Enhancement: Move from redis to valkey and use official chart.

UI

• New: Add markdown, summary, lineage, and performance widgets.
• New: Improve visualization of multiple runs in the compare dashboard.
• Enhancement: Improve rendering and performance of charts.
• Enhancement: Allow visualizing multiple images (index range) at the same time.
• Enhancement: Do not render large artifacts and provide preview button.
• Enhancement: Simplify switching to data view in metrics widgets.

Commercial

• New: Add new notifications/alerts/events layer to the clients to allow sending mid-run events to external systems.
• New: Add automations to create a monitoring of conditions and events and trigger actions.
• New: Add control plane level integrations.
• New: Add in-platform notifications center to view and manage notifications and alerts.
• New: Improve scheduler and allow to trigger runs based on schedules and events.
• New: Add support for custom notifications and alerts.

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