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Objectives

List objectives
objectives.list(workspace_id, **kwargs) -> CursorPagination<Objective { data, metadata, status, 2 more } >
GET/v1/workspaces/{workspaceId}/objectives
Create a new objective
objectives.create(workspace_id, **kwargs) -> Objective { data, metadata, status, 2 more }
POST/v1/workspaces/{workspaceId}/objectives
Get an objective by ID
objectives.retrieve(id, **kwargs) -> Objective { data, metadata, status, 2 more }
GET/v1/workspaces/{workspaceId}/objectives/{id}
List objective events
objectives.list_events(objective_id, **kwargs) -> CursorPagination<ObjectiveListEventsResponse { data, metadata, context_window_id, info } >
GET/v1/workspaces/{workspaceId}/objectives/{objectiveId}/events
Continue an objective
objectives.continue(objective_id, **kwargs) -> ObjectiveContinueResponse { data, metadata, context_window_id, info }
POST/v1/workspaces/{workspaceId}/objectives/{objectiveId}/continue
Cancel an objective
objectives.cancel(objective_id, **kwargs) -> Objective { data, metadata, status, 2 more }
POST/v1/workspaces/{workspaceId}/objectives/{objectiveId}/cancel
Compact an objective
objectives.compact(objective_id, **kwargs) -> ObjectiveCompactResponse { context_window }
POST/v1/workspaces/{workspaceId}/objectives/{objectiveId}/compact
List objective context windows
objectives.list_context_windows(objective_id, **kwargs) -> CursorPagination<ObjectiveContextWindow { data, metadata, info } >
GET/v1/workspaces/{workspaceId}/objectives/{objectiveId}/context_windows
ModelsExpand Collapse
class AssistantMessage { content, tool_calls }
content: String
tool_calls: Array[AssistantToolCall { arguments, function_name, tool } ]
arguments: String
function_name: String
tool: CallableTool { agent, cadenya_provided_tool, tool }

CallableTool is a union that represents a tool that can be called by an agent. In Cadenya, a tool that is used within an agent objective might be a user-defined tool (IE: MCP, HTTP), another Agent (useful to separate context), or a Cadenya Tool (one Cadenya provides).

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cadenya_provided_tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

class AssistantToolCall { arguments, function_name, tool }
arguments: String
function_name: String
tool: CallableTool { agent, cadenya_provided_tool, tool }

CallableTool is a union that represents a tool that can be called by an agent. In Cadenya, a tool that is used within an agent objective might be a user-defined tool (IE: MCP, HTTP), another Agent (useful to separate context), or a Cadenya Tool (one Cadenya provides).

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cadenya_provided_tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

class CallableTool { agent, cadenya_provided_tool, tool }

CallableTool is a union that represents a tool that can be called by an agent. In Cadenya, a tool that is used within an agent objective might be a user-defined tool (IE: MCP, HTTP), another Agent (useful to separate context), or a Cadenya Tool (one Cadenya provides).

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cadenya_provided_tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

class ContextWindowCompacted { messages_compacted, new_context_window, strategies, summary }
messages_compacted: Integer

Number of messages that were compacted

formatint32
new_context_window: ObjectiveContextWindowData { completion_tokens, objective_id, previous_window_continue_instructions, 2 more }

The new context window created by this compaction

completion_tokens: Integer

A calculated value for how many completion tokens (output tokens) have been used in this context window

formatint32
objective_id: String

The objective’s ID that this window belongs to

previous_window_continue_instructions: String

The instructions for this window to continue from a previous window’s chat history.

prompt_tokens: Integer

A calculated value for how many prompt tokens (input tokens) have been used in this context window

formatint32
sequence: Integer

sequence is a numeric representation of which context window this is. Sequences are useful to perform a max(sequence) on in order to calculate how many context windows an objective has.

formatint32
strategies: Array[String]

The strategies that were applied during this compaction

summary: String

The summary generated by the summarization strategy, if used.

class MemoryRead { memory_entry_id, memory_layer_id, message }

MemoryRead is emitted each time the agent resolves a key against the memory stack and loads an entry. Lookups that miss (key not found in any layer) do not emit this event.

memory_entry_id: String

The specific entry that was read.

memory_layer_id: String

The layer the entry resolved to. The top-most layer that contained the key — other layers beneath it that also contained the key are shadowed and not referenced here.

message: String

Human-readable description of the read, set by the runtime. For example: “Loaded skill”, “Resolved context key”. Not machine-parsed; intended for UI display alongside the other events in an objective’s timeline.

class MemoryReference { memory_entry_id, memory_layer_id }

MemoryReference identifies a memory layer or a specific entry within one, for composition into a memory stack. Used on objectives (where entry pinning is permitted).

memory_layer_id accepts both the canonical form (memlyr_…) and the external-id form (external_id:my-custom-id). The same applies to memory_entry_id when set.

memory_entry_id: String

When set, pushes only this entry from memory_layer_id onto the stack — behaves as a single-entry layer (only this key resolves at this position). The entry must belong to memory_layer_id; mismatches are rejected with InvalidArgument.

memory_layer_id: String
class Objective { data, metadata, status, 2 more }
data: ObjectiveData { agent, data, initial_message, 8 more }
agent: Agent { metadata, spec, info }

Agent resource

metadata: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: AgentSpec { status, variation_selection_mode, description, 3 more }

Agent specification (user-provided configuration)

status: :AGENT_STATUS_UNSPECIFIED | :AGENT_STATUS_DRAFT | :AGENT_STATUS_PUBLISHED | :AGENT_STATUS_ARCHIVED

Status of the agent

formatenum
One of the following:
:AGENT_STATUS_UNSPECIFIED
:AGENT_STATUS_DRAFT
:AGENT_STATUS_PUBLISHED
:AGENT_STATUS_ARCHIVED
variation_selection_mode: :VARIATION_SELECTION_MODE_UNSPECIFIED | :VARIATION_SELECTION_MODE_RANDOM | :VARIATION_SELECTION_MODE_WEIGHTED

Controls how variations are automatically selected when creating objectives Defaults to RANDOM when unspecified

formatenum
One of the following:
:VARIATION_SELECTION_MODE_UNSPECIFIED
:VARIATION_SELECTION_MODE_RANDOM
:VARIATION_SELECTION_MODE_WEIGHTED
description: String

Description of the agent’s purpose

input_data_schema: Hash[Symbol, untyped]

InputDataSchema is used for enforcing a data input when objectives are created. This is valuable when using liquid formatting in agent variation prompts. Input data schema is also valuable when using an agent as a sub-agent, as the schema is used as the tool’s input parameter schema. If omitted, the sub-agent schema will be loaded with a simple “prompt” free text string as its schema.

output_definition: Hash[Symbol, untyped]

Optional output definition for objectives created for this agent. When provided, Cadenya will append a tool to that will be called by the LLM in use by the variant to extract information in the format provided here. Use this option when you want structured data to be created by your objectives.

webhook_events_url: String

The URL that Cadenya will send events for any objective assigned to the agent.

info: AgentInfo { created_by, variation_count }

AgentInfo contains simple information about an agent for display or quick reference

created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

variation_count: Integer
data: untyped

Represents a dynamically typed value which can be either null, a number, a string, a boolean, a recursive struct value, or a list of values.

initial_message: String

The initial message sent to the agent. This becomes the first user message in the LLM chat history.

memory_stack: Array[MemoryReference { memory_entry_id, memory_layer_id } ]

Memory layers/entries to push onto this objective’s memory stack on top of the baseline stack inherited from the selected variation.

Array order is push order: the first element sits lower in the objective’s contribution to the stack; the LAST element ends up on top of the effective stack. Entries pinned via memory_entry_id behave as single-entry layers at their position.

System-managed layers (e.g., episodic) cannot be referenced here; they attach themselves automatically based on episodic_key.

Stack size cap: the TOTAL effective stack (variation’s memory layers

  • this field) must not exceed 10 entries. A request that would produce an effective stack larger than 10 is rejected with InvalidArgument.
memory_entry_id: String

When set, pushes only this entry from memory_layer_id onto the stack — behaves as a single-entry layer (only this key resolves at this position). The entry must belong to memory_layer_id; mismatches are rejected with InvalidArgument.

memory_layer_id: String
output: Hash[Symbol, untyped]

The output of the objective, populated when the objective completes. Will match the schema of output_json_schema or output_json_inferred.

output_definition: Hash[Symbol, untyped]

Snapshot of the agent spec’s output_definition at objective creation time. When present, the objective will run an extraction step after the LLM finishes.

parent_objective_id: String

A parent objective means the objective was spawned off using a separate agent to complete an objective

secrets: Array[ObjectiveDataSecret { name, value } ]

Secrets that can be used in the headers for tool calls using the secret interpolation format.

name: String
value: String
source_schedule_id: String

ID of the AgentSchedule that produced this objective, when applicable. Populated when the objective is created from a schedule fire; empty when the objective was created via CreateObjective directly.

system_prompt: String

system_prompt is read-only, derived from the selected variation’s prompt

variation: AgentVariation { metadata, spec, info }

AgentVariation resource

metadata: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: AgentVariationSpec { compaction_config, constraints, description, 6 more }

AgentVariationSpec defines the operational configuration for a variation

compaction_config: AgentVariationSpecCompactionConfig { summarization, tool_result_clearing, trigger_threshold }

CompactionConfig defines how context window compaction behaves for objectives using this variation.

summarization: CompactionConfigSummarizationStrategy { instructions }

SummarizationStrategy configures LLM-powered summarization of older conversation turns.

instructions: String

Custom instructions that guide what the summarizer preserves. Replaces the default summarization prompt entirely. Example: “Preserve all code snippets, variable names, and technical decisions.”

tool_result_clearing: CompactionConfigToolResultClearingStrategy { preserve_recent_results }

ToolResultClearingStrategy configures clearing of older tool result content.

preserve_recent_results: Integer

Number of most recent tool call results to keep intact. Older tool results have their content replaced with “[result cleared]” while preserving the assistant tool call message (function name, arguments). Default: 2

formatint32
trigger_threshold: Float

Trigger threshold as a percentage of the model’s context window (0.0 to 1.0). When input tokens reach this percentage of the model’s limit, compaction triggers. Default: 0.75 (75%)

formatfloat
constraints: AgentVariationSpecConstraints { max_sub_objectives, max_tool_calls }

Execution constraints

max_sub_objectives: Integer

The maximum number of sub-objectives that can be created. 0 means no limit.

formatint32
max_tool_calls: Integer

The maximum number of tool calls that can be made. 0 means no limit.

formatint32
description: String

Human-readable description of what this variation does or when it should be used

enable_episodic_memory: bool

Enable episodic memory for objectives using this variation. When true, the system automatically creates a document namespace for each objective using the objective’s episodic_key as the external_id, allowing the agent to store and retrieve documents specific to that episode.

episodic_memory_ttl: Integer

How long episodic memories should be retained. After this duration, episodic document namespaces can be automatically cleaned up. If not set, episodic memories are retained indefinitely.

model_config: AgentVariationSpecModelConfig { model_id, temperature }

ModelConfig defines the model configuration for a variation

model_id: String

The model identifier in family/model format (e.g., “claude/opus-4.6”, “claude/sonnet-4.5”)

temperature: Float

Sampling temperature for model inference (0.0 to 1.0) Lower values produce more deterministic outputs, higher values increase randomness

formatfloat
progressive_discovery: AgentVariationSpecProgressiveDiscovery { hints, max_tools, rerank_threshold }

ProgressiveDiscovery is used to indicate that the agent should automatically discover tools that are not explicitly assigned to it. Max tools is the maximum number of tools that can be discovered per search. Hints are optional hints for tool search. These are used in conjunction with the context-aware tool search and can help select the best tools for the task.

hints: Array[String]
max_tools: Integer
rerank_threshold: Float

Rerank Threshold is an optional value that instructs whether or not to run a search result through a embedding/reranker process which can improve performance and reduce context bloat when tools reach the configured threshold. If a tool match must exceed 0.8, for example, the tool very closely match the query the tool search performed.

formatfloat
prompt: String

The system prompt for this variation

weight: Integer

Weight for weighted random selection (>= 0). P(v) = v.weight / sum(all_weights). Only used when the agent’s variation_selection_mode is WEIGHTED. A weight of 0 means never auto-selected, but can still be chosen explicitly via variation_id on CreateObjectiveRequest.

formatint32
info: AgentVariationInfo { assignments, created_by, feedback_count, 7 more }

AgentVariationInfo provides read-only summary information about a variation

assignments: Array[VariationAssignment { id, agent, tool, tool_set } ]

All tools, tool sets, and sub-agents assigned to this variation. Populated on reads so clients can render a variation’s full assignment list without calling the add/remove endpoints just to enumerate.

id: String
agent: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

tool: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

tool_set: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

feedback_count: Integer

Total number of objective feedbacks received for this variation

formatint32
memory_layer_assignments: Array[VariationMemoryLayerAssignment { id, memory_layer, position } ]

Read-only list of memory layer assignments for this variation, returned in ascending position (bottom → top). Capped at 10 entries.

id: String

Assignment row id — handle for removing the assignment. Distinct from the referenced memory layer’s id.

memory_layer: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

position: Integer

Position in the variation’s baseline stack. Lower values sit lower; the highest-position assignment is on top of the variation’s baseline. Gaps are fine — only relative position matters. Positions must be unique within a variation; a request that would collide with an existing assignment’s position is rejected with InvalidArgument.

formatint32
memory_layer_count: Integer

Count of memory layer assignments.

formatint32
model: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

score: Float

Thompson Sampling score: posterior mean of Beta(ts_alpha, ts_beta). Range [0, 1] where 0.5 = neutral, >0.5 = positive, <0.5 = negative.

formatfloat
sub_agent_count: Integer

Number of sub-agents assigned to this variation

formatint32
tool_count: Integer

Number of individual tools assigned to this variation

formatint32
tool_set_count: Integer

Number of tool sets assigned to this variation

formatint32
metadata: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

status: ObjectiveStatus { state, message }
state: :STATE_UNSPECIFIED | :STATE_PENDING | :STATE_RUNNING | 4 more
formatenum
One of the following:
:STATE_UNSPECIFIED
:STATE_PENDING
:STATE_RUNNING
:STATE_WAITING
:STATE_FAILED
:STATE_CANCELLED
:STATE_FINALIZED
message: String
info: ObjectiveInfo { agent, agent_variation, created_by, 6 more }

ObjectiveInfo provides read-only aggregated statistics about an objective’s execution

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

agent_variation: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

effective_memory_stack: Array[MemoryReference { memory_entry_id, memory_layer_id } ]

The effective memory stack at objective creation time, flattened from the variation’s baseline plus ObjectiveData.memory_stack. Order is push order (last = top). Returned on reads so clients can see exactly what stack the objective is using without having to re-join variation state.

memory_entry_id: String

When set, pushes only this entry from memory_layer_id onto the stack — behaves as a single-entry layer (only this key resolves at this position). The entry must belong to memory_layer_id; mismatches are rejected with InvalidArgument.

memory_layer_id: String
total_context_windows: Integer

Total number of context windows that this objective has generated

formatint32
total_events: Integer

Total number of events generated during this objective’s execution

formatint32
total_input_tokens: Integer

Total input tokens consumed across all LLM completions across all context windows

formatint32
total_output_tokens: Integer

Total output tokens generated across all LLM completions across all context windows

formatint32
total_tool_calls: Integer

Total number of tool calls made during execution

formatint32
last_five_windows: Array[ObjectiveContextWindow { data, metadata, info } ]

Read-only list of the last five windows of execution for this objective, ordered by most recent first. Is only included in singular RPC calls (GetObjective, for example).

data: ObjectiveContextWindowData { completion_tokens, objective_id, previous_window_continue_instructions, 2 more }
completion_tokens: Integer

A calculated value for how many completion tokens (output tokens) have been used in this context window

formatint32
objective_id: String

The objective’s ID that this window belongs to

previous_window_continue_instructions: String

The instructions for this window to continue from a previous window’s chat history.

prompt_tokens: Integer

A calculated value for how many prompt tokens (input tokens) have been used in this context window

formatint32
sequence: Integer

sequence is a numeric representation of which context window this is. Sequences are useful to perform a max(sequence) on in order to calculate how many context windows an objective has.

formatint32
metadata: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

info: Info{ created_by, objective}
created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

class ObjectiveContextWindow { data, metadata, info }

ObjectiveContextWindow is a window of chat completions that is grouped together to prevent context-window overflows. Context windows also allow agents to compact their windows and carry on into a new one.

data: ObjectiveContextWindowData { completion_tokens, objective_id, previous_window_continue_instructions, 2 more }
completion_tokens: Integer

A calculated value for how many completion tokens (output tokens) have been used in this context window

formatint32
objective_id: String

The objective’s ID that this window belongs to

previous_window_continue_instructions: String

The instructions for this window to continue from a previous window’s chat history.

prompt_tokens: Integer

A calculated value for how many prompt tokens (input tokens) have been used in this context window

formatint32
sequence: Integer

sequence is a numeric representation of which context window this is. Sequences are useful to perform a max(sequence) on in order to calculate how many context windows an objective has.

formatint32
metadata: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

info: Info{ created_by, objective}
created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

class ObjectiveContextWindowData { completion_tokens, objective_id, previous_window_continue_instructions, 2 more }
completion_tokens: Integer

A calculated value for how many completion tokens (output tokens) have been used in this context window

formatint32
objective_id: String

The objective’s ID that this window belongs to

previous_window_continue_instructions: String

The instructions for this window to continue from a previous window’s chat history.

prompt_tokens: Integer

A calculated value for how many prompt tokens (input tokens) have been used in this context window

formatint32
sequence: Integer

sequence is a numeric representation of which context window this is. Sequences are useful to perform a max(sequence) on in order to calculate how many context windows an objective has.

formatint32
class ObjectiveData { agent, data, initial_message, 8 more }
agent: Agent { metadata, spec, info }

Agent resource

metadata: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: AgentSpec { status, variation_selection_mode, description, 3 more }

Agent specification (user-provided configuration)

status: :AGENT_STATUS_UNSPECIFIED | :AGENT_STATUS_DRAFT | :AGENT_STATUS_PUBLISHED | :AGENT_STATUS_ARCHIVED

Status of the agent

formatenum
One of the following:
:AGENT_STATUS_UNSPECIFIED
:AGENT_STATUS_DRAFT
:AGENT_STATUS_PUBLISHED
:AGENT_STATUS_ARCHIVED
variation_selection_mode: :VARIATION_SELECTION_MODE_UNSPECIFIED | :VARIATION_SELECTION_MODE_RANDOM | :VARIATION_SELECTION_MODE_WEIGHTED

Controls how variations are automatically selected when creating objectives Defaults to RANDOM when unspecified

formatenum
One of the following:
:VARIATION_SELECTION_MODE_UNSPECIFIED
:VARIATION_SELECTION_MODE_RANDOM
:VARIATION_SELECTION_MODE_WEIGHTED
description: String

Description of the agent’s purpose

input_data_schema: Hash[Symbol, untyped]

InputDataSchema is used for enforcing a data input when objectives are created. This is valuable when using liquid formatting in agent variation prompts. Input data schema is also valuable when using an agent as a sub-agent, as the schema is used as the tool’s input parameter schema. If omitted, the sub-agent schema will be loaded with a simple “prompt” free text string as its schema.

output_definition: Hash[Symbol, untyped]

Optional output definition for objectives created for this agent. When provided, Cadenya will append a tool to that will be called by the LLM in use by the variant to extract information in the format provided here. Use this option when you want structured data to be created by your objectives.

webhook_events_url: String

The URL that Cadenya will send events for any objective assigned to the agent.

info: AgentInfo { created_by, variation_count }

AgentInfo contains simple information about an agent for display or quick reference

created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

variation_count: Integer
data: untyped

Represents a dynamically typed value which can be either null, a number, a string, a boolean, a recursive struct value, or a list of values.

initial_message: String

The initial message sent to the agent. This becomes the first user message in the LLM chat history.

memory_stack: Array[MemoryReference { memory_entry_id, memory_layer_id } ]

Memory layers/entries to push onto this objective’s memory stack on top of the baseline stack inherited from the selected variation.

Array order is push order: the first element sits lower in the objective’s contribution to the stack; the LAST element ends up on top of the effective stack. Entries pinned via memory_entry_id behave as single-entry layers at their position.

System-managed layers (e.g., episodic) cannot be referenced here; they attach themselves automatically based on episodic_key.

Stack size cap: the TOTAL effective stack (variation’s memory layers

  • this field) must not exceed 10 entries. A request that would produce an effective stack larger than 10 is rejected with InvalidArgument.
memory_entry_id: String

When set, pushes only this entry from memory_layer_id onto the stack — behaves as a single-entry layer (only this key resolves at this position). The entry must belong to memory_layer_id; mismatches are rejected with InvalidArgument.

memory_layer_id: String
output: Hash[Symbol, untyped]

The output of the objective, populated when the objective completes. Will match the schema of output_json_schema or output_json_inferred.

output_definition: Hash[Symbol, untyped]

Snapshot of the agent spec’s output_definition at objective creation time. When present, the objective will run an extraction step after the LLM finishes.

parent_objective_id: String

A parent objective means the objective was spawned off using a separate agent to complete an objective

secrets: Array[ObjectiveDataSecret { name, value } ]

Secrets that can be used in the headers for tool calls using the secret interpolation format.

name: String
value: String
source_schedule_id: String

ID of the AgentSchedule that produced this objective, when applicable. Populated when the objective is created from a schedule fire; empty when the objective was created via CreateObjective directly.

system_prompt: String

system_prompt is read-only, derived from the selected variation’s prompt

variation: AgentVariation { metadata, spec, info }

AgentVariation resource

metadata: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: AgentVariationSpec { compaction_config, constraints, description, 6 more }

AgentVariationSpec defines the operational configuration for a variation

compaction_config: AgentVariationSpecCompactionConfig { summarization, tool_result_clearing, trigger_threshold }

CompactionConfig defines how context window compaction behaves for objectives using this variation.

summarization: CompactionConfigSummarizationStrategy { instructions }

SummarizationStrategy configures LLM-powered summarization of older conversation turns.

instructions: String

Custom instructions that guide what the summarizer preserves. Replaces the default summarization prompt entirely. Example: “Preserve all code snippets, variable names, and technical decisions.”

tool_result_clearing: CompactionConfigToolResultClearingStrategy { preserve_recent_results }

ToolResultClearingStrategy configures clearing of older tool result content.

preserve_recent_results: Integer

Number of most recent tool call results to keep intact. Older tool results have their content replaced with “[result cleared]” while preserving the assistant tool call message (function name, arguments). Default: 2

formatint32
trigger_threshold: Float

Trigger threshold as a percentage of the model’s context window (0.0 to 1.0). When input tokens reach this percentage of the model’s limit, compaction triggers. Default: 0.75 (75%)

formatfloat
constraints: AgentVariationSpecConstraints { max_sub_objectives, max_tool_calls }

Execution constraints

max_sub_objectives: Integer

The maximum number of sub-objectives that can be created. 0 means no limit.

formatint32
max_tool_calls: Integer

The maximum number of tool calls that can be made. 0 means no limit.

formatint32
description: String

Human-readable description of what this variation does or when it should be used

enable_episodic_memory: bool

Enable episodic memory for objectives using this variation. When true, the system automatically creates a document namespace for each objective using the objective’s episodic_key as the external_id, allowing the agent to store and retrieve documents specific to that episode.

episodic_memory_ttl: Integer

How long episodic memories should be retained. After this duration, episodic document namespaces can be automatically cleaned up. If not set, episodic memories are retained indefinitely.

model_config: AgentVariationSpecModelConfig { model_id, temperature }

ModelConfig defines the model configuration for a variation

model_id: String

The model identifier in family/model format (e.g., “claude/opus-4.6”, “claude/sonnet-4.5”)

temperature: Float

Sampling temperature for model inference (0.0 to 1.0) Lower values produce more deterministic outputs, higher values increase randomness

formatfloat
progressive_discovery: AgentVariationSpecProgressiveDiscovery { hints, max_tools, rerank_threshold }

ProgressiveDiscovery is used to indicate that the agent should automatically discover tools that are not explicitly assigned to it. Max tools is the maximum number of tools that can be discovered per search. Hints are optional hints for tool search. These are used in conjunction with the context-aware tool search and can help select the best tools for the task.

hints: Array[String]
max_tools: Integer
rerank_threshold: Float

Rerank Threshold is an optional value that instructs whether or not to run a search result through a embedding/reranker process which can improve performance and reduce context bloat when tools reach the configured threshold. If a tool match must exceed 0.8, for example, the tool very closely match the query the tool search performed.

formatfloat
prompt: String

The system prompt for this variation

weight: Integer

Weight for weighted random selection (>= 0). P(v) = v.weight / sum(all_weights). Only used when the agent’s variation_selection_mode is WEIGHTED. A weight of 0 means never auto-selected, but can still be chosen explicitly via variation_id on CreateObjectiveRequest.

formatint32
info: AgentVariationInfo { assignments, created_by, feedback_count, 7 more }

AgentVariationInfo provides read-only summary information about a variation

assignments: Array[VariationAssignment { id, agent, tool, tool_set } ]

All tools, tool sets, and sub-agents assigned to this variation. Populated on reads so clients can render a variation’s full assignment list without calling the add/remove endpoints just to enumerate.

id: String
agent: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

tool: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

tool_set: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

feedback_count: Integer

Total number of objective feedbacks received for this variation

formatint32
memory_layer_assignments: Array[VariationMemoryLayerAssignment { id, memory_layer, position } ]

Read-only list of memory layer assignments for this variation, returned in ascending position (bottom → top). Capped at 10 entries.

id: String

Assignment row id — handle for removing the assignment. Distinct from the referenced memory layer’s id.

memory_layer: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

position: Integer

Position in the variation’s baseline stack. Lower values sit lower; the highest-position assignment is on top of the variation’s baseline. Gaps are fine — only relative position matters. Positions must be unique within a variation; a request that would collide with an existing assignment’s position is rejected with InvalidArgument.

formatint32
memory_layer_count: Integer

Count of memory layer assignments.

formatint32
model: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

score: Float

Thompson Sampling score: posterior mean of Beta(ts_alpha, ts_beta). Range [0, 1] where 0.5 = neutral, >0.5 = positive, <0.5 = negative.

formatfloat
sub_agent_count: Integer

Number of sub-agents assigned to this variation

formatint32
tool_count: Integer

Number of individual tools assigned to this variation

formatint32
tool_set_count: Integer

Number of tool sets assigned to this variation

formatint32
class ObjectiveDataSecret { name, value }
name: String
value: String
class ObjectiveError { message, type }
message: String
type: String
class ObjectiveEventData { assistant_message, cancelled, context_window_compacted, 13 more }
assistant_message: AssistantMessage { content, tool_calls }
content: String
tool_calls: Array[AssistantToolCall { arguments, function_name, tool } ]
arguments: String
function_name: String
tool: CallableTool { agent, cadenya_provided_tool, tool }

CallableTool is a union that represents a tool that can be called by an agent. In Cadenya, a tool that is used within an agent objective might be a user-defined tool (IE: MCP, HTTP), another Agent (useful to separate context), or a Cadenya Tool (one Cadenya provides).

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cadenya_provided_tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cancelled: Cancelled{ message}

ObjectiveCancelled is the terminal event written when an objective is cancelled. After this event, the objective is super-terminal: no further iterations, compaction, or continuation are permitted.

message: String

Optional human-readable note recorded at cancel time. Today the workflow sets “Cancelled” but this field leaves room for richer reasons (e.g. “Cancelled by user”, “Cancelled by schedule sweep”, “Credit balance exhausted”).

context_window_compacted: ContextWindowCompacted { messages_compacted, new_context_window, strategies, summary }
messages_compacted: Integer

Number of messages that were compacted

formatint32
new_context_window: ObjectiveContextWindowData { completion_tokens, objective_id, previous_window_continue_instructions, 2 more }

The new context window created by this compaction

completion_tokens: Integer

A calculated value for how many completion tokens (output tokens) have been used in this context window

formatint32
objective_id: String

The objective’s ID that this window belongs to

previous_window_continue_instructions: String

The instructions for this window to continue from a previous window’s chat history.

prompt_tokens: Integer

A calculated value for how many prompt tokens (input tokens) have been used in this context window

formatint32
sequence: Integer

sequence is a numeric representation of which context window this is. Sequences are useful to perform a max(sequence) on in order to calculate how many context windows an objective has.

formatint32
strategies: Array[String]

The strategies that were applied during this compaction

summary: String

The summary generated by the summarization strategy, if used.

error: ObjectiveError { message, type }
message: String
type: String
finalized: Finalized{ output}

ObjectiveFinalized is the terminal event written when an objective is finalized. After this event, the objective is super-terminal: no further iterations, compaction, or continuation are permitted.

output: untyped

If the objective was created with an output schema, and the agent successfully completed the objective, this field will contain the structured output of the objective.

memory_read: MemoryRead { memory_entry_id, memory_layer_id, message }

MemoryRead is emitted each time the agent resolves a key against the memory stack and loads an entry. Lookups that miss (key not found in any layer) do not emit this event.

memory_entry_id: String

The specific entry that was read.

memory_layer_id: String

The layer the entry resolved to. The top-most layer that contained the key — other layers beneath it that also contained the key are shadowed and not referenced here.

message: String

Human-readable description of the read, set by the runtime. For example: “Loaded skill”, “Resolved context key”. Not machine-parsed; intended for UI display alongside the other events in an objective’s timeline.

sub_agent_spawned: SubAgentSpawned { agent, objective, task }
agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

task: String
sub_agent_updated: SubAgentUpdated { agent, message, objective, status }
agent: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

message: String
objective: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

status: :STATUS_UNSPECIFIED | :STATUS_PENDING | :STATUS_RUNNING | 3 more
formatenum
One of the following:
:STATUS_UNSPECIFIED
:STATUS_PENDING
:STATUS_RUNNING
:STATUS_COMPLETED
:STATUS_FAILED
:STATUS_CANCELLED
tool_approval_requested: ToolApprovalRequested { tool_call_id }
tool_call_id: String

The ID of the objective tool call record. Use this ID with the ApproveToolCall or DenyToolCall RPCs to approve or deny the tool call.

tool_approved: ToolApproved { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was approved via the ApproveToolCall RPC.

tool_called: ToolCalled { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was executed.

tool_denied: ToolDenied { memo, tool_call_id }
memo: String

The memo provided by the reviewer when denying the tool call. This is passed to the agent to provide further instructions.

tool_call_id: String

The ID of the objective tool call record that was denied via the DenyToolCall RPC.

tool_error: ToolError { message, tool_call_id }
message: String
tool_call_id: String

The ID of the objective tool call record that encountered an error during execution.

tool_result: ToolResult { content, tool_call_id }
content: String
tool_call_id: String
type: String
user_message: UserMessage { content }
content: String
class ObjectiveEventInfo { created_by, objective }
created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

class ObjectiveEventWebhookData { data, timestamp, type }

The envelope for an objective event webhook delivery. Contains timestamp, event type, and the webhook data payload.

data: Data{ agent, agent_variation, objective, objective_event}

The webhook data payload with flat top-level keys for agent, variation, objective, and event.

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

agent_variation: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

objective_event: ObjectiveEvent{ data, metadata, context_window_id, info}
data: ObjectiveEventData { assistant_message, cancelled, context_window_compacted, 13 more }
assistant_message: AssistantMessage { content, tool_calls }
content: String
tool_calls: Array[AssistantToolCall { arguments, function_name, tool } ]
arguments: String
function_name: String
tool: CallableTool { agent, cadenya_provided_tool, tool }

CallableTool is a union that represents a tool that can be called by an agent. In Cadenya, a tool that is used within an agent objective might be a user-defined tool (IE: MCP, HTTP), another Agent (useful to separate context), or a Cadenya Tool (one Cadenya provides).

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cadenya_provided_tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cancelled: Cancelled{ message}

ObjectiveCancelled is the terminal event written when an objective is cancelled. After this event, the objective is super-terminal: no further iterations, compaction, or continuation are permitted.

message: String

Optional human-readable note recorded at cancel time. Today the workflow sets “Cancelled” but this field leaves room for richer reasons (e.g. “Cancelled by user”, “Cancelled by schedule sweep”, “Credit balance exhausted”).

context_window_compacted: ContextWindowCompacted { messages_compacted, new_context_window, strategies, summary }
messages_compacted: Integer

Number of messages that were compacted

formatint32
new_context_window: ObjectiveContextWindowData { completion_tokens, objective_id, previous_window_continue_instructions, 2 more }

The new context window created by this compaction

completion_tokens: Integer

A calculated value for how many completion tokens (output tokens) have been used in this context window

formatint32
objective_id: String

The objective’s ID that this window belongs to

previous_window_continue_instructions: String

The instructions for this window to continue from a previous window’s chat history.

prompt_tokens: Integer

A calculated value for how many prompt tokens (input tokens) have been used in this context window

formatint32
sequence: Integer

sequence is a numeric representation of which context window this is. Sequences are useful to perform a max(sequence) on in order to calculate how many context windows an objective has.

formatint32
strategies: Array[String]

The strategies that were applied during this compaction

summary: String

The summary generated by the summarization strategy, if used.

error: ObjectiveError { message, type }
message: String
type: String
finalized: Finalized{ output}

ObjectiveFinalized is the terminal event written when an objective is finalized. After this event, the objective is super-terminal: no further iterations, compaction, or continuation are permitted.

output: untyped

If the objective was created with an output schema, and the agent successfully completed the objective, this field will contain the structured output of the objective.

memory_read: MemoryRead { memory_entry_id, memory_layer_id, message }

MemoryRead is emitted each time the agent resolves a key against the memory stack and loads an entry. Lookups that miss (key not found in any layer) do not emit this event.

memory_entry_id: String

The specific entry that was read.

memory_layer_id: String

The layer the entry resolved to. The top-most layer that contained the key — other layers beneath it that also contained the key are shadowed and not referenced here.

message: String

Human-readable description of the read, set by the runtime. For example: “Loaded skill”, “Resolved context key”. Not machine-parsed; intended for UI display alongside the other events in an objective’s timeline.

sub_agent_spawned: SubAgentSpawned { agent, objective, task }
agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

task: String
sub_agent_updated: SubAgentUpdated { agent, message, objective, status }
agent: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

message: String
objective: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

status: :STATUS_UNSPECIFIED | :STATUS_PENDING | :STATUS_RUNNING | 3 more
formatenum
One of the following:
:STATUS_UNSPECIFIED
:STATUS_PENDING
:STATUS_RUNNING
:STATUS_COMPLETED
:STATUS_FAILED
:STATUS_CANCELLED
tool_approval_requested: ToolApprovalRequested { tool_call_id }
tool_call_id: String

The ID of the objective tool call record. Use this ID with the ApproveToolCall or DenyToolCall RPCs to approve or deny the tool call.

tool_approved: ToolApproved { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was approved via the ApproveToolCall RPC.

tool_called: ToolCalled { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was executed.

tool_denied: ToolDenied { memo, tool_call_id }
memo: String

The memo provided by the reviewer when denying the tool call. This is passed to the agent to provide further instructions.

tool_call_id: String

The ID of the objective tool call record that was denied via the DenyToolCall RPC.

tool_error: ToolError { message, tool_call_id }
message: String
tool_call_id: String

The ID of the objective tool call record that encountered an error during execution.

tool_result: ToolResult { content, tool_call_id }
content: String
tool_call_id: String
type: String
user_message: UserMessage { content }
content: String
metadata: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

context_window_id: String
info: ObjectiveEventInfo { created_by, objective }
created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

timestamp: Time
type: String

The event type, prefixed with objective_event. (e.g., objective_event.tool_result)

class ObjectiveInfo { agent, agent_variation, created_by, 6 more }

ObjectiveInfo provides read-only aggregated statistics about an objective’s execution

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

agent_variation: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

effective_memory_stack: Array[MemoryReference { memory_entry_id, memory_layer_id } ]

The effective memory stack at objective creation time, flattened from the variation’s baseline plus ObjectiveData.memory_stack. Order is push order (last = top). Returned on reads so clients can see exactly what stack the objective is using without having to re-join variation state.

memory_entry_id: String

When set, pushes only this entry from memory_layer_id onto the stack — behaves as a single-entry layer (only this key resolves at this position). The entry must belong to memory_layer_id; mismatches are rejected with InvalidArgument.

memory_layer_id: String
total_context_windows: Integer

Total number of context windows that this objective has generated

formatint32
total_events: Integer

Total number of events generated during this objective’s execution

formatint32
total_input_tokens: Integer

Total input tokens consumed across all LLM completions across all context windows

formatint32
total_output_tokens: Integer

Total output tokens generated across all LLM completions across all context windows

formatint32
total_tool_calls: Integer

Total number of tool calls made during execution

formatint32
class ObjectiveStatus { state, message }
state: :STATE_UNSPECIFIED | :STATE_PENDING | :STATE_RUNNING | 4 more
formatenum
One of the following:
:STATE_UNSPECIFIED
:STATE_PENDING
:STATE_RUNNING
:STATE_WAITING
:STATE_FAILED
:STATE_CANCELLED
:STATE_FINALIZED
message: String
class SubAgentSpawned { agent, objective, task }
agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

task: String
class SubAgentUpdated { agent, message, objective, status }
agent: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

message: String
objective: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

status: :STATUS_UNSPECIFIED | :STATUS_PENDING | :STATUS_RUNNING | 3 more
formatenum
One of the following:
:STATUS_UNSPECIFIED
:STATUS_PENDING
:STATUS_RUNNING
:STATUS_COMPLETED
:STATUS_FAILED
:STATUS_CANCELLED
class ToolApprovalRequested { tool_call_id }
tool_call_id: String

The ID of the objective tool call record. Use this ID with the ApproveToolCall or DenyToolCall RPCs to approve or deny the tool call.

class ToolApproved { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was approved via the ApproveToolCall RPC.

class ToolCalled { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was executed.

class ToolDenied { memo, tool_call_id }
memo: String

The memo provided by the reviewer when denying the tool call. This is passed to the agent to provide further instructions.

tool_call_id: String

The ID of the objective tool call record that was denied via the DenyToolCall RPC.

class ToolError { message, tool_call_id }
message: String
tool_call_id: String

The ID of the objective tool call record that encountered an error during execution.

class ToolResult { content, tool_call_id }
content: String
tool_call_id: String
class UserMessage { content }
content: String
class ObjectiveListEventsResponse { data, metadata, context_window_id, info }
data: ObjectiveEventData { assistant_message, cancelled, context_window_compacted, 13 more }
assistant_message: AssistantMessage { content, tool_calls }
content: String
tool_calls: Array[AssistantToolCall { arguments, function_name, tool } ]
arguments: String
function_name: String
tool: CallableTool { agent, cadenya_provided_tool, tool }

CallableTool is a union that represents a tool that can be called by an agent. In Cadenya, a tool that is used within an agent objective might be a user-defined tool (IE: MCP, HTTP), another Agent (useful to separate context), or a Cadenya Tool (one Cadenya provides).

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cadenya_provided_tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cancelled: Cancelled{ message}

ObjectiveCancelled is the terminal event written when an objective is cancelled. After this event, the objective is super-terminal: no further iterations, compaction, or continuation are permitted.

message: String

Optional human-readable note recorded at cancel time. Today the workflow sets “Cancelled” but this field leaves room for richer reasons (e.g. “Cancelled by user”, “Cancelled by schedule sweep”, “Credit balance exhausted”).

context_window_compacted: ContextWindowCompacted { messages_compacted, new_context_window, strategies, summary }
messages_compacted: Integer

Number of messages that were compacted

formatint32
new_context_window: ObjectiveContextWindowData { completion_tokens, objective_id, previous_window_continue_instructions, 2 more }

The new context window created by this compaction

completion_tokens: Integer

A calculated value for how many completion tokens (output tokens) have been used in this context window

formatint32
objective_id: String

The objective’s ID that this window belongs to

previous_window_continue_instructions: String

The instructions for this window to continue from a previous window’s chat history.

prompt_tokens: Integer

A calculated value for how many prompt tokens (input tokens) have been used in this context window

formatint32
sequence: Integer

sequence is a numeric representation of which context window this is. Sequences are useful to perform a max(sequence) on in order to calculate how many context windows an objective has.

formatint32
strategies: Array[String]

The strategies that were applied during this compaction

summary: String

The summary generated by the summarization strategy, if used.

error: ObjectiveError { message, type }
message: String
type: String
finalized: Finalized{ output}

ObjectiveFinalized is the terminal event written when an objective is finalized. After this event, the objective is super-terminal: no further iterations, compaction, or continuation are permitted.

output: untyped

If the objective was created with an output schema, and the agent successfully completed the objective, this field will contain the structured output of the objective.

memory_read: MemoryRead { memory_entry_id, memory_layer_id, message }

MemoryRead is emitted each time the agent resolves a key against the memory stack and loads an entry. Lookups that miss (key not found in any layer) do not emit this event.

memory_entry_id: String

The specific entry that was read.

memory_layer_id: String

The layer the entry resolved to. The top-most layer that contained the key — other layers beneath it that also contained the key are shadowed and not referenced here.

message: String

Human-readable description of the read, set by the runtime. For example: “Loaded skill”, “Resolved context key”. Not machine-parsed; intended for UI display alongside the other events in an objective’s timeline.

sub_agent_spawned: SubAgentSpawned { agent, objective, task }
agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

task: String
sub_agent_updated: SubAgentUpdated { agent, message, objective, status }
agent: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

message: String
objective: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

status: :STATUS_UNSPECIFIED | :STATUS_PENDING | :STATUS_RUNNING | 3 more
formatenum
One of the following:
:STATUS_UNSPECIFIED
:STATUS_PENDING
:STATUS_RUNNING
:STATUS_COMPLETED
:STATUS_FAILED
:STATUS_CANCELLED
tool_approval_requested: ToolApprovalRequested { tool_call_id }
tool_call_id: String

The ID of the objective tool call record. Use this ID with the ApproveToolCall or DenyToolCall RPCs to approve or deny the tool call.

tool_approved: ToolApproved { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was approved via the ApproveToolCall RPC.

tool_called: ToolCalled { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was executed.

tool_denied: ToolDenied { memo, tool_call_id }
memo: String

The memo provided by the reviewer when denying the tool call. This is passed to the agent to provide further instructions.

tool_call_id: String

The ID of the objective tool call record that was denied via the DenyToolCall RPC.

tool_error: ToolError { message, tool_call_id }
message: String
tool_call_id: String

The ID of the objective tool call record that encountered an error during execution.

tool_result: ToolResult { content, tool_call_id }
content: String
tool_call_id: String
type: String
user_message: UserMessage { content }
content: String
metadata: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

context_window_id: String
info: ObjectiveEventInfo { created_by, objective }
created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

class ObjectiveContinueResponse { data, metadata, context_window_id, info }
data: ObjectiveEventData { assistant_message, cancelled, context_window_compacted, 13 more }
assistant_message: AssistantMessage { content, tool_calls }
content: String
tool_calls: Array[AssistantToolCall { arguments, function_name, tool } ]
arguments: String
function_name: String
tool: CallableTool { agent, cadenya_provided_tool, tool }

CallableTool is a union that represents a tool that can be called by an agent. In Cadenya, a tool that is used within an agent objective might be a user-defined tool (IE: MCP, HTTP), another Agent (useful to separate context), or a Cadenya Tool (one Cadenya provides).

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cadenya_provided_tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cancelled: Cancelled{ message}

ObjectiveCancelled is the terminal event written when an objective is cancelled. After this event, the objective is super-terminal: no further iterations, compaction, or continuation are permitted.

message: String

Optional human-readable note recorded at cancel time. Today the workflow sets “Cancelled” but this field leaves room for richer reasons (e.g. “Cancelled by user”, “Cancelled by schedule sweep”, “Credit balance exhausted”).

context_window_compacted: ContextWindowCompacted { messages_compacted, new_context_window, strategies, summary }
messages_compacted: Integer

Number of messages that were compacted

formatint32
new_context_window: ObjectiveContextWindowData { completion_tokens, objective_id, previous_window_continue_instructions, 2 more }

The new context window created by this compaction

completion_tokens: Integer

A calculated value for how many completion tokens (output tokens) have been used in this context window

formatint32
objective_id: String

The objective’s ID that this window belongs to

previous_window_continue_instructions: String

The instructions for this window to continue from a previous window’s chat history.

prompt_tokens: Integer

A calculated value for how many prompt tokens (input tokens) have been used in this context window

formatint32
sequence: Integer

sequence is a numeric representation of which context window this is. Sequences are useful to perform a max(sequence) on in order to calculate how many context windows an objective has.

formatint32
strategies: Array[String]

The strategies that were applied during this compaction

summary: String

The summary generated by the summarization strategy, if used.

error: ObjectiveError { message, type }
message: String
type: String
finalized: Finalized{ output}

ObjectiveFinalized is the terminal event written when an objective is finalized. After this event, the objective is super-terminal: no further iterations, compaction, or continuation are permitted.

output: untyped

If the objective was created with an output schema, and the agent successfully completed the objective, this field will contain the structured output of the objective.

memory_read: MemoryRead { memory_entry_id, memory_layer_id, message }

MemoryRead is emitted each time the agent resolves a key against the memory stack and loads an entry. Lookups that miss (key not found in any layer) do not emit this event.

memory_entry_id: String

The specific entry that was read.

memory_layer_id: String

The layer the entry resolved to. The top-most layer that contained the key — other layers beneath it that also contained the key are shadowed and not referenced here.

message: String

Human-readable description of the read, set by the runtime. For example: “Loaded skill”, “Resolved context key”. Not machine-parsed; intended for UI display alongside the other events in an objective’s timeline.

sub_agent_spawned: SubAgentSpawned { agent, objective, task }
agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

task: String
sub_agent_updated: SubAgentUpdated { agent, message, objective, status }
agent: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

message: String
objective: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

status: :STATUS_UNSPECIFIED | :STATUS_PENDING | :STATUS_RUNNING | 3 more
formatenum
One of the following:
:STATUS_UNSPECIFIED
:STATUS_PENDING
:STATUS_RUNNING
:STATUS_COMPLETED
:STATUS_FAILED
:STATUS_CANCELLED
tool_approval_requested: ToolApprovalRequested { tool_call_id }
tool_call_id: String

The ID of the objective tool call record. Use this ID with the ApproveToolCall or DenyToolCall RPCs to approve or deny the tool call.

tool_approved: ToolApproved { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was approved via the ApproveToolCall RPC.

tool_called: ToolCalled { tool_call_id }
tool_call_id: String

The ID of the objective tool call record that was executed.

tool_denied: ToolDenied { memo, tool_call_id }
memo: String

The memo provided by the reviewer when denying the tool call. This is passed to the agent to provide further instructions.

tool_call_id: String

The ID of the objective tool call record that was denied via the DenyToolCall RPC.

tool_error: ToolError { message, tool_call_id }
message: String
tool_call_id: String

The ID of the objective tool call record that encountered an error during execution.

tool_result: ToolResult { content, tool_call_id }
content: String
tool_call_id: String
type: String
user_message: UserMessage { content }
content: String
metadata: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

context_window_id: String
info: ObjectiveEventInfo { created_by, objective }
created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

class ObjectiveCompactResponse { context_window }

Compact objective response

context_window: ObjectiveContextWindowData { completion_tokens, objective_id, previous_window_continue_instructions, 2 more }

The new context window created by the compaction

completion_tokens: Integer

A calculated value for how many completion tokens (output tokens) have been used in this context window

formatint32
objective_id: String

The objective’s ID that this window belongs to

previous_window_continue_instructions: String

The instructions for this window to continue from a previous window’s chat history.

prompt_tokens: Integer

A calculated value for how many prompt tokens (input tokens) have been used in this context window

formatint32
sequence: Integer

sequence is a numeric representation of which context window this is. Sequences are useful to perform a max(sequence) on in order to calculate how many context windows an objective has.

formatint32

ObjectivesTools

List objective tools
objectives.tools.list(objective_id, **kwargs) -> CursorPagination<ObjectiveTool { metadata, snapshot } >
GET/v1/workspaces/{workspaceId}/objectives/{objectiveId}/tools
ModelsExpand Collapse
class ObjectiveTool { metadata, snapshot }

ObjectiveTool represents a tool that was assigned to an objective.

metadata: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

snapshot: Tool { metadata, spec, info }

Snapshot of the tool at the time it was assigned to the objective. Because tools can change over time, snapshots are used to ensure tools don’t change unexpectedly during an objective’s lifecycle.

metadata: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ToolSpec { config, description, parameters, 2 more }
config: ToolSpecConfig { http, mcp, openapi }

Config defines the adapter to use for the tool. This is used to determine how the tool is called. For example, if the tool is an HTTP tool, the adapter will be Http. If the tool is an inline tool, the adapter will be Inline.

http: ConfigHTTP { request_method, headers, path, 4 more }
request_method: :HTTP_METHOD_UNSPECIFIED | :GET | :POST | 3 more
formatenum
One of the following:
:HTTP_METHOD_UNSPECIFIED
:GET
:POST
:PUT
:PATCH
:DELETE
headers: Hash[Symbol, String]
path: String
query: String
request_body_content_type: String
request_body_template: String

These are only used when the request method is a POST, PUT, or PATCH

tool_name: String

The tool name (commonly an “operation id” in OpenAPI specs) to call on the HTTP adapter. This is used to match the tool spec to the correct endpoint on the HTTP adapter. it will be derived from the name of the tool if not provided.

mcp: ConfigMcp { tool_description, tool_name, tool_title }
tool_description: String
tool_name: String
tool_title: String
openapi: ConfigOpenAPI { method_, operation_id, path }
method_: String
operation_id: String
path: String
description: String
parameters: Hash[Symbol, untyped]
status: :TOOL_STATUS_UNSPECIFIED | :TOOL_STATUS_AVAILABLE | :TOOL_STATUS_OMITTED | :TOOL_STATUS_ARCHIVED
formatenum
One of the following:
:TOOL_STATUS_UNSPECIFIED
:TOOL_STATUS_AVAILABLE
:TOOL_STATUS_OMITTED
:TOOL_STATUS_ARCHIVED
requires_approval: bool
info: ToolInfo { created_by, tool_set }
created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

tool_set: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

ObjectivesTool Calls

List objective tool calls
objectives.tool_calls.list(objective_id, **kwargs) -> CursorPagination<ObjectiveToolCall { data, metadata, status, 2 more } >
GET/v1/workspaces/{workspaceId}/objectives/{objectiveId}/tool_calls
Approve a tool call
objectives.tool_calls.approve(tool_call_id, **kwargs) -> ObjectiveToolCall { data, metadata, status, 2 more }
PUT/v1/workspaces/{workspaceId}/objectives/{objectiveId}/tool_calls/{toolCallId}/approve
Deny a tool call
objectives.tool_calls.deny(tool_call_id, **kwargs) -> ObjectiveToolCall { data, metadata, status, 2 more }
PUT/v1/workspaces/{workspaceId}/objectives/{objectiveId}/tool_calls/{toolCallId}/deny
ModelsExpand Collapse
class ObjectiveToolCall { data, metadata, status, 2 more }

ObjectiveToolCall is a record of a tool call made during an objective’s execution. Tool calls are mutable — their status changes as they are approved, denied, or executed.

data: ObjectiveToolCallData { callable, arguments, memo, 2 more }
callable: CallableTool { agent, cadenya_provided_tool, tool }

CallableTool is a union that represents a tool that can be called by an agent. In Cadenya, a tool that is used within an agent objective might be a user-defined tool (IE: MCP, HTTP), another Agent (useful to separate context), or a Cadenya Tool (one Cadenya provides).

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cadenya_provided_tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

arguments: Hash[Symbol, untyped]

The arguments passed to the tool

memo: String

A memo supplied by the reviewer when denying the tool call

result: String

The result content returned by the tool after execution

status_changed_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

metadata: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

status: :TOOL_CALL_STATUS_UNSPECIFIED | :TOOL_CALL_STATUS_AUTO_APPROVED | :TOOL_CALL_STATUS_WAITING_FOR_APPROVAL | 2 more

Current status of the tool call

formatenum
One of the following:
:TOOL_CALL_STATUS_UNSPECIFIED
:TOOL_CALL_STATUS_AUTO_APPROVED
:TOOL_CALL_STATUS_WAITING_FOR_APPROVAL
:TOOL_CALL_STATUS_APPROVED
:TOOL_CALL_STATUS_DENIED
execution_status: :TOOL_CALL_EXECUTION_STATUS_UNSPECIFIED | :TOOL_CALL_EXECUTION_STATUS_PENDING | :TOOL_CALL_EXECUTION_STATUS_RUNNING | 2 more
formatenum
One of the following:
:TOOL_CALL_EXECUTION_STATUS_UNSPECIFIED
:TOOL_CALL_EXECUTION_STATUS_PENDING
:TOOL_CALL_EXECUTION_STATUS_RUNNING
:TOOL_CALL_EXECUTION_STATUS_COMPLETED
:TOOL_CALL_EXECUTION_STATUS_ERRORED
info: ObjectiveToolCallInfo { created_by, objective }
created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

class ObjectiveToolCallData { callable, arguments, memo, 2 more }
callable: CallableTool { agent, cadenya_provided_tool, tool }

CallableTool is a union that represents a tool that can be called by an agent. In Cadenya, a tool that is used within an agent objective might be a user-defined tool (IE: MCP, HTTP), another Agent (useful to separate context), or a Cadenya Tool (one Cadenya provides).

agent: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

cadenya_provided_tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

tool: ResourceMetadata { id, account_id, created_at, 6 more }

Standard metadata for persistent, named resources (e.g., agents, tools, prompts)

id: String

Unique identifier for the resource (prefixed ULID, e.g., “agent_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this resource was created

formatdate-time
name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String

ID of the actor (user or service account) that created this resource

workspace_id: String

Workspace this resource belongs to for organizational grouping (prefixed ULID)

bundle_key: String

Optional bundle ownership key. When set, indicates the resource is managed by a configuration bundle identified by this key. Used by BulkWorkspaceResources.Apply to track which resources belong to which bundle for reconciliation / soft-delete on re-apply.

external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

arguments: Hash[Symbol, untyped]

The arguments passed to the tool

memo: String

A memo supplied by the reviewer when denying the tool call

result: String

The result content returned by the tool after execution

status_changed_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

class ObjectiveToolCallInfo { created_by, objective }
created_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

objective: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

ObjectivesTasks

List objective tasks
objectives.tasks.list(objective_id, **kwargs) -> CursorPagination<ObjectiveTask { data, metadata } >
GET/v1/workspaces/{workspaceId}/objectives/{objectiveId}/tasks
Get an objective task by ID
objectives.tasks.retrieve(id, **kwargs) -> ObjectiveTask { data, metadata }
GET/v1/workspaces/{workspaceId}/objectives/{objectiveId}/tasks/{id}
ModelsExpand Collapse
class ObjectiveTask { data, metadata }

ObjectiveTask represents a task within an objective, typically created and managed by an AI agent to track progress toward completing the objective.

data: ObjectiveTaskData { completed, number, task, completed_at }
completed: bool

Whether the task has been completed

number: Integer

The sequential number of this task within the objective (auto-assigned, 1-based)

formatint32
task: String

Description of the task to be completed

completed_at: Time

Timestamp when the task was marked as completed

formatdate-time
metadata: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

class ObjectiveTaskData { completed, number, task, completed_at }
completed: bool

Whether the task has been completed

number: Integer

The sequential number of this task within the objective (auto-assigned, 1-based)

formatint32
task: String

Description of the task to be completed

completed_at: Time

Timestamp when the task was marked as completed

formatdate-time

ObjectivesFeedback

Submit feedback for an objective
objectives.feedback.create(objective_id, **kwargs) -> ObjectiveFeedback { data, metadata, info }
POST/v1/workspaces/{workspaceId}/objectives/{objectiveId}/feedback
List feedback for an objective
objectives.feedback.list(objective_id, **kwargs) -> CursorPagination<ObjectiveFeedback { data, metadata, info } >
GET/v1/workspaces/{workspaceId}/objectives/{objectiveId}/feedback
ModelsExpand Collapse
class ObjectiveFeedback { data, metadata, info }

ObjectiveFeedback represents feedback submitted for an objective’s execution. Feedback is used to score agent variations and improve agent performance over time.

data: ObjectiveFeedbackData { comment, score }
comment: String

Optional human-readable comment explaining the feedback

score: Float

A score between -1.0 and 1.0 representing the quality of the objective’s execution. -1.0 is the worst possible score, 0.0 is neutral, and 1.0 is the best.

formatfloat
metadata: OperationMetadata { id, account_id, created_at, 4 more }

Metadata for ephemeral operations and activities (e.g., objectives, executions, runs)

id: String

Unique identifier for the operation (prefixed ULID, e.g., “obj_01HXK…”)

account_id: String

Account this operation belongs to for multi-tenant isolation (prefixed ULID)

created_at: Time

Timestamp when this operation was created ULID includes timestamp information, but this explicit field enables easier querying

formatdate-time
profile_id: String

ID of the actor (user or service account) that created this operation

workspace_id: String

Workspace this operation belongs to for organizational grouping (prefixed ULID)

external_id: String

External ID for the operation (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“priority”: “high”, “source”: “api”, “workflow”: “onboarding”}

info: ObjectiveFeedbackInfo { agent_variation, objective, submitted_by }
agent_variation: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

objective: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

submitted_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).

class ObjectiveFeedbackData { comment, score }
comment: String

Optional human-readable comment explaining the feedback

score: Float

A score between -1.0 and 1.0 representing the quality of the objective’s execution. -1.0 is the worst possible score, 0.0 is neutral, and 1.0 is the best.

formatfloat
class ObjectiveFeedbackInfo { agent_variation, objective, submitted_by }
agent_variation: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

objective: BareMetadata { id, name }

BareMetadata contains the minimal metadata for a resource: the ID and an optional human-readable name. These are used for reference fields where the full metadata (account scoping, timestamps, labels, external IDs) is not needed — e.g., the tool references inside an agent variation spec or the tools assigned to an objective. Both fields are server-populated; clients provide IDs through sibling fields rather than by constructing a BareMetadata themselves.

id: String
name: String

Human-readable name of the referenced resource, populated by the server on reads for convenience. Absent on references to resources that do not have a name (e.g., objective tasks).

submitted_by: Profile { metadata, spec }

A profile identifies a user or non-human principal (such as an API key) at the account level. Profiles are account-scoped and can be granted access to multiple workspaces.

metadata: AccountResourceMetadata { id, account_id, name, 3 more }

AccountResourceMetadata is used to represent a resource that is associated to an account but not to a workspace.

id: String

Unique identifier for the resource (prefixed ULID, e.g., “apikey_01HXK…”)

account_id: String

Account this resource belongs to for multi-tenant isolation (prefixed ULID)

name: String

Human-readable name for the resource (e.g., “Customer Support Agent”, “Email Tool”) Required for resources that users interact with directly

profile_id: String
external_id: String

External ID for the resource (e.g., a workflow ID from an external system)

labels: Hash[Symbol, String]

Arbitrary key-value pairs for categorization and filtering Examples: {“environment”: “production”, “team”: “platform”, “version”: “v2”}

spec: ProfileSpec { type, email, name }

Configuration for a profile.

type: :PROFILE_TYPE_UNSPECIFIED | :PROFILE_TYPE_USER | :PROFILE_TYPE_API_KEY | :PROFILE_TYPE_SYSTEM

Whether this profile represents a human user, an API key, or a system principal.

formatenum
One of the following:
:PROFILE_TYPE_UNSPECIFIED
:PROFILE_TYPE_USER
:PROFILE_TYPE_API_KEY
:PROFILE_TYPE_SYSTEM
email: String

Email address of the profile. Required and unique within an account for user profiles.

name: String

Display name (e.g., “Bobby Tables”).