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Model Lifecycle Management

LLM providers regularly deprecate and retire models. MeetLoyd's Model Lifecycle Manager ensures your agents stay operational by providing advance warnings, automatic upgrade paths, and full control over how your organization responds to model changes.

How It Works

Every LLM model in MeetLoyd has a lifecycle state:

StateMeaning
AvailableModel is fully operational
PreviewNew model available for early testing
DeprecatedStill works, but a better successor exists
RetiringWill stop working on a specific date
RetiredNo longer available -- API calls will fail

When a model's state changes, MeetLoyd can automatically notify you, upgrade your agents, or pause them -- depending on your settings.

Lifecycle Indicators

In the Model Selector dropdown (when creating or editing agents), you'll see visual indicators:

  • Amber "Deprecated" badge -- model still works but you should plan to upgrade
  • Red "Retiring" badge with date -- model will stop working soon
  • Red "Retired" badge -- model is disabled and cannot be selected
  • Blue "Preview" badge -- new model available for testing

If you have an agent using a deprecated or retiring model, a warning banner appears with upgrade recommendations.

Notifications

EventPriorityChannels
Model deprecatedNormalIn-app, Email
Model retiring soonHighIn-app, Email, Slack
Model retiredUrgentIn-app, Email, Slack
Agents auto-upgradedNormalIn-app, Email

Each notification includes which model is affected, how many of your agents use it, the recommended successor, and a direct link to update.

Auto-Upgrade

When auto-upgrade is enabled and a successor model is defined, MeetLoyd updates the agent's model configuration automatically. The agent continues running on the new model at its next execution with no downtime.

When to Use Auto-Upgrade

Auto-upgrade works best for standard workloads. If you have agents with model-specific prompt tuning, consider using Notify & Warn instead and upgrading manually after testing.

Execution Guard

As an additional safety net, MeetLoyd checks the model lifecycle state before every agent execution:

  • Retired models are blocked -- the execution returns an error with the recommended successor
  • Deprecated models log a warning but continue executing normally

This ensures agents never silently fail due to a retired model.

Configuring Lifecycle Settings

Navigate to Settings > Model Lifecycle to configure how your organization handles model changes.

On Deprecation

OptionBehavior
Notify & Warn (default)Sends notification + shows warning in dashboard
Notify OnlySends notification, no UI warnings
Auto-UpgradeAutomatically switches agents to the successor model
IgnoreNo action taken

On Retirement

OptionBehavior
Pause Agents (default)Pauses affected agents and notifies you
Auto-UpgradeAutomatically upgrades to successor model
Notify OnlySends notification but agents will fail on next run

Reminder Frequency

FrequencyDescription
DailyOne reminder per day
Weekly (default)One reminder per week
OnceSingle notification, no reminders

Who Gets Notified

Choose which roles receive lifecycle notifications: Owner (default), Admin (default), and optionally the Agent Creator (the user who originally created the agent).

Viewing Deprecations

To see which of your agents are affected by model changes:

  1. Go to Settings > Model Lifecycle
  2. Review the list of deprecated, retiring, and retired models
  3. Each entry shows the affected agents and recommended successor