Class: LittleGhost::Agent

Inherits:
Assembly show all
Extended by:
Support::ClassAttributes
Includes:
ContextManagement, Delegation, Skills, ToolLoop
Defined in:
lib/little_ghost/agent.rb,
lib/little_ghost/agent/skills.rb,
lib/little_ghost/agent/tool_loop.rb,
lib/little_ghost/agent/delegation.rb,
lib/little_ghost/agent/context_management.rb

Overview

Defines one reusable model-driven behavior with prompts, tools, and limits. Each Agent subclass describes one application role with an inheritable Ruby DSL. It can answer, stream, call tools, and delegate work.

A customer support agent can look up an account itself and give longer investigations to a research specialist:

class ResearchAgent < LittleGhost::Agent
description "Researches transfer failures"
model "customer_support.research"
tools LedgerSearchTool
end

class CustomerSupportAgent < LittleGhost::Agent
description "Handles support requests"
model :customer_support
limits max_turns: 40
tools AccountLookupTool
subagent ResearchAgent, kind: "research"
end

run = CustomerSupportAgent.ask("Why is transfer 481 pending?")
run.completed? # => true
run.response   # => "Transfer 481 is waiting for the receiving bank."

Class declarations are inherited. Prompts resolve by the agent's logical path unless system_prompt or system_template supplies one explicitly; tools and prompt locals may also be selected dynamically for each run. Capabilities such as skills, context management, loop detection, and delegation remain inactive until their DSL methods are called.

The class-level ask and stream_ask helpers create fresh standalone entrypoints. Create an instance explicitly to reuse one Runtime across calls. Runtimes build bound instances internally; their call method returns a RunResult and their stream method follows the owning run's single-execution lifecycle. Closing an agent closes owned tools and any standalone workspace and sandbox. LittleGhost::Agent.ask uses You are a helpful agent. as its system prompt. Subclasses continue to use their inline or conventional prompts.

Models can return ordinary text or a locally validated structured result. Tool failures are sanitized before returning to the model, diagnostic capture can be disabled for sensitive agents, and cancellation, deadlines, and cleanup failures remain framework control flow.

Defined Under Namespace

Modules: ContextManagement, Delegation, Skills, ToolLoop Classes: ExecutedTool

Constant Summary collapse

DEFAULT_SYSTEM_PROMPT =

:nodoc:

"You are a helpful agent."
DEFAULT_MAX_TOOL_RESULT_TOKENS =

:nodoc:

10_000
MAX_STRUCTURED_RESULT_BYTES =

:nodoc:

1_000_000
MAX_STRUCTURED_RESULT_DEPTH =

:nodoc:

64
MAX_STRUCTURED_RESULT_NODES =

:nodoc:

100_000
RESULT_SCHEMA_KEYWORDS = 
%w[
  $schema title description type enum minimum maximum minLength maxLength
  properties required additionalProperties minItems maxItems items
].freeze
CALLBACKS =

:nodoc:

%i[
  after_initialize
  before_invocation after_invocation
  before_model after_model after_model_error
  before_tool after_tool
].freeze

Constants included from ContextManagement

ContextManagement::DEFAULT_COMPRESSION_THRESHOLD, ContextManagement::DEFAULT_CONTEXT_WINDOW_TOKENS, ContextManagement::DEFAULT_PRESERVE_RECENT_MESSAGES, ContextManagement::DEFAULT_SUMMARY_RATIO, ContextManagement::ESTIMATED_CHARS_PER_TOKEN, ContextManagement::OUTPUT_LIMIT_STOP_REASONS, ContextManagement::SUMMARIZATION_PROMPT

Constants included from ToolLoop

ToolLoop::FINAL_WARNING, ToolLoop::TRACKED_INVOCATION_LIMIT, ToolLoop::WARNING

Constants inherited from Assembly

LittleGhost::Assembly::MAX_STEP_EVENTS, LittleGhost::Assembly::MAX_STEP_EVENT_BYTES, LittleGhost::Assembly::MAX_STEP_OUTPUT_BYTES

Instance Attribute Summary collapse

Class Method Summary collapse

Instance Method Summary collapse

Methods included from Support::ClassAttributes

class_attribute, included

Methods included from Delegation

included

Methods included from Skills

included

Methods included from ContextManagement

included

Methods included from ToolLoop

included

Methods inherited from Assembly

#as_tool, ask, #ask, assembly_id, assembly_kind, #build_run, #call, definition, description, #start_execution, stream_ask, #stream_ask, to_builder, validate_step_policy!

Constructor Details

#initialize(model: nil, runtime: nil, tools: [], template_resolver: nil, template_paths: [], run: nil, executor: Support::Executor.new, delegation_activity: nil, agent_path: Subagents::AgentPath::ROOT, max_turns: 100, max_tool_calls: 1_000, max_tool_result_tokens: DEFAULT_MAX_TOOL_RESULT_TOKENS, model_settings: {}, workspace: nil, sandbox: nil) ⇒ Agent

Creates either a standalone entrypoint or a run-scoped agent.

Calling new without model and run creates the standalone form used by ask and stream_ask. Runtime builders supply the remaining dependencies and apply class-level limits and declarations.



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# File 'lib/little_ghost/agent.rb', line 479

def initialize(
  model: nil,
  runtime: nil,
  tools: [],
  template_resolver: nil,
  template_paths: [],
  run: nil,
  executor: Support::Executor.new,
  delegation_activity: nil,
  agent_path: Subagents::AgentPath::ROOT,
  max_turns: 100,
  max_tool_calls: 1_000,
  max_tool_result_tokens: DEFAULT_MAX_TOOL_RESULT_TOKENS,
  model_settings: {},
  workspace: nil,
  sandbox: nil
)
  standalone = model.nil? && run.nil?
  super(run:, runtime:, workspace:, sandbox:, standalone:)
  if standalone
    @owns_resources = true
    @closed = false
    @close_mutex = Mutex.new
    @interruptions_mutex = Mutex.new
    @active_interruptions = []
    return
  end

  @model = model
  @runtime = runtime || run&.runtime
  @run = run
  @workspace = workspace || run&.workspace
  @sandbox = sandbox || run&.sandbox
  if @runtime.is_a?(Runtime) && !@workspace
    @workspace = @runtime.build_workspace
    @sandbox ||= @runtime.build_sandbox(workspace: @workspace)
  end
  @owns_resources = run.nil? && (@workspace || @sandbox)
  binding = Tool::Binding.new(agent: self, run:, runtime: @runtime, model:, workspace: @workspace, sandbox: @sandbox)
  @tool_registry = ToolRegistry.new(tools, binding:)
  self.class.tool_declarations.each do |declaration|
    @tool_registry.register(declaration, replace: true)
  end
  @structured_output_strategy = StructuredOutput.resolve(
    self.class.result_schema,
    model:,
    ordinary_tools: @tool_registry.specifications
  )
  @model_settings = model_settings.to_h.freeze
  @template_resolver = template_resolver || default_template_resolver(template_paths)
  @executor = executor
  @delegation_activity = delegation_activity
  @agent_path = Subagents::AgentPath.validate!(agent_path)
  @max_turns = Integer(max_turns)
  @max_tool_calls = Integer(max_tool_calls)
  @max_tool_result_tokens = Integer(max_tool_result_tokens)
  @closed = false
  @close_mutex = Mutex.new
  @exclusive_tools_mutex = Mutex.new
  @interruptions_mutex = Mutex.new
  @active_interruptions = []
  @assembly_transitions_mutex = Mutex.new
  @assembly_transitions = {}
  @assembly_tool_batch_sizes = {}
  @assembly_transition = nil
  raise ArgumentError, "max_turns must be at least 1" if @max_turns < 1
  raise ArgumentError, "max_tool_calls must be at least 1" if @max_tool_calls < 1
  raise ArgumentError, "max_tool_result_tokens must be at least 1" if @max_tool_result_tokens < 1
  apply_cancellation_decision!(run_callbacks(:after_initialize, self))
rescue
  @tool_registry&.close
  raise
end

Instance Attribute Details

#agent_path ⇒ Object (readonly)

Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.



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# File 'lib/little_ghost/agent.rb', line 471

def agent_path
  @agent_path
end

#assembly_transition ⇒ Object (readonly)

:nodoc:



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# File 'lib/little_ghost/agent.rb', line 576

def assembly_transition
  @assembly_transition
end

#delegation_activity ⇒ Object (readonly)

Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.



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# File 'lib/little_ghost/agent.rb', line 471

def delegation_activity
  @delegation_activity
end

#max_tool_calls ⇒ Object (readonly)

Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.



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# File 'lib/little_ghost/agent.rb', line 471

def max_tool_calls
  @max_tool_calls
end

#model ⇒ Object (readonly)

Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.



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# File 'lib/little_ghost/agent.rb', line 471

def model
  @model
end

#run ⇒ Object (readonly)

Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.



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# File 'lib/little_ghost/agent.rb', line 471

def run
  @run
end

#runtime ⇒ Object (readonly)

Runtime used to build this agent's model, tools, workspace, and sandbox.



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# File 'lib/little_ghost/agent.rb', line 554

def runtime
  @runtime
end

#sandbox ⇒ Object (readonly)

Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.



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# File 'lib/little_ghost/agent.rb', line 471

def sandbox
  @sandbox
end

#tool_registry ⇒ Object (readonly)

Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.



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# File 'lib/little_ghost/agent.rb', line 471

def tool_registry
  @tool_registry
end

#workspace ⇒ Object (readonly)

Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.



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# File 'lib/little_ghost/agent.rb', line 471

def workspace
  @workspace
end

Class Method Details

.agent_id(*values) ⇒ Object

:call-seq:

agent_id() -> String
agent_id(value) -> String

The stable identifier used in telemetry, delegation, and default tool names. Named subclasses derive it from their underscored class name without an Agent suffix; passing value replaces that default.



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# File 'lib/little_ghost/agent.rb', line 95

def agent_id(*values)
  return assembly_id if values.empty?

  assembly_id(values.fetch(0))
end

.callbacks ⇒ Object

:nodoc:



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# File 'lib/little_ghost/agent.rb', line 278

def callbacks = callback_values # :nodoc:

.capture_diagnostics(*values) ⇒ Object

:call-seq:

capture_diagnostics() -> true or false
capture_diagnostics(value) -> true or false

Whether agent-layer diagnostics may include model and tool content.

Capture defaults to true, and only a literal true enables it. This setting does not disable run-level input and output capture from an enabled process-wide Support::ContentCapture policy. For sensitive work, also install Support::ContentCapture.disabled or an appropriate scrubber through Instrumentation.capture_content.



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# File 'lib/little_ghost/agent.rb', line 212

def capture_diagnostics(*values)
  return capture_diagnostics_value if values.empty?

  self.capture_diagnostics_value = values.fetch(0) == true
end

.limits(**values) ⇒ Object

:call-seq:

limits() -> Hash
limits(**values) -> Hash

Inherited execution limits for model turns, tool calls, and tool output.

Keyword arguments merge into the current limits and the zero-argument form returns them.



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# File 'lib/little_ghost/agent.rb', line 148

def limits(**values)
  return limits_value if values.empty?

  self.limits_value = limits.merge(values.transform_keys(&:to_sym))
end

.logical_path ⇒ Object

The underscored, namespace-aware path used for conventional prompt lookup.



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# File 'lib/little_ghost/agent.rb', line 102

def logical_path
  parts = name.to_s.split("::")
  parts[-1] = parts.last.sub(/Agent\z/, "") if parts.any?
  parts.reject(&:empty?).map { |part| underscore(part) }.join("/")
end

.model(*values, &block) ⇒ Object

:call-seq:

model() -> String, Symbol, Hash, Proc, nil
model(role_or_target) -> String, Symbol
model(provider:, model:, **settings) -> Hash
model { |invocation| ... } -> Proc

Selects this agent's model by logical role, canonical provider:model-id target, or an inline mapping with provider, model, and trusted model settings. The provider names a configured connection, not necessarily its adapter.

Pass a block to choose any supported form from each Invocation at run time. Inline mappings use flat settings, for example:

model(provider: "openai", model: "gpt-5.6-luna", reasoning_effort: "high")


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# File 'lib/little_ghost/agent.rb', line 123

def model(*values, &block)
  return model_value if values.empty? && !block
  if block && !values.empty?
    raise ArgumentError, "model accepts either one selection or a block"
  end
  if values.length > 1
    raise ArgumentError, "model accepts one selection"
  end

  self.model_value = block || copy_model_selection(values.fetch(0))
end

.model_selection(invocation) ⇒ Object

:nodoc:



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# File 'lib/little_ghost/agent.rb', line 135

def model_selection(invocation) # :nodoc:
  value = model_value
  value.is_a?(Proc) ? value.call(invocation) : value
end

.prompt_local(name, *values, &resolver) ⇒ Object

Adds a named value or resolver to every prompt rendered for the agent.

Raises:

  • (ArgumentError) 


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# File 'lib/little_ghost/agent.rb', line 269

def prompt_local(name, *values, &resolver)
  raise ArgumentError, "Provide a prompt local value or block" if values.empty? && !resolver
  raise ArgumentError, "Provide a prompt local value or block, not both" unless values.empty? || !resolver

  self.prompt_local_values = prompt_local_values.merge(name.to_sym => resolver || values.fetch(0))
end

.prompt_local_resolvers ⇒ Object

:nodoc:



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# File 'lib/little_ghost/agent.rb', line 276

def prompt_local_resolvers = prompt_local_values # :nodoc:

.result_schema(schema = nil, name: nil, description: nil, strategy: :auto, **schema_keywords) ⇒ Object

:call-seq:

result_schema() -> Hash, nil
result_schema(schema, name: nil, description: nil, strategy: :auto) -> Hash
result_schema(name: nil, description: nil, strategy: :auto, **schema) -> Hash

Declares a strict JSON-object result contract. Every object must set additionalProperties: false and require each property. Automatic strategy selection prefers provider-native structured output and falls back to a terminal tool when supported.

A missing or invalid result receives one repair attempt before LittleGhost::StructuredResultError is raised. Invalid schemas and strategies raise LittleGhost::ConfigurationError immediately.

Raises:

  • (ArgumentError) 


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# File 'lib/little_ghost/agent.rb', line 167

def result_schema(schema = nil, name: nil, description: nil, strategy: :auto, **schema_keywords)
  return result_schema_value if schema.nil? && schema_keywords.empty? && name.nil? && description.nil? && strategy == :auto

  if schema.nil?
    schema = schema_keywords
  elsif !schema_keywords.empty?
    raise ArgumentError, "Provide result_schema as a hash or keyword schema, not both"
  end

  raise ArgumentError, "result_schema must be a hash" unless schema.is_a?(Hash)

  normalized_schema = Class.new(Tool).tap { |tool| tool.input_schema(schema) }.input_schema
  validate_result_schema_keywords!(normalized_schema)
  unless normalized_schema["type"] == "object"
    raise ConfigurationError, "result_schema must describe a top-level object"
  end

  schema_name = (name || "#{agent_id}_result").to_s
  unless schema_name.match?(/\A[a-zA-Z0-9_-]{1,64}\z/)
    raise ConfigurationError, "result_schema name must contain 1-64 letters, numbers, underscores, or hyphens"
  end
  strategy = strategy.to_sym
  unless StructuredOutput::STRATEGIES.include?(strategy)
    raise ConfigurationError, "result_schema strategy must be auto, provider, or tool"
  end

  self.result_schema_value = {
    schema: normalized_schema,
    name: schema_name,
    description: description&.to_s,
    strategy:
  }
end

.system_prompt(*values, &block) ⇒ Object

:call-seq:

system_prompt() -> String, Proc, nil
system_prompt(value) -> String
system_prompt { |locals| ... } -> Proc

The inline system prompt or prompt-building block.

Setting an inline prompt clears system_template so one source remains authoritative.



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# File 'lib/little_ghost/agent.rb', line 238

def system_prompt(*values, &block)
  return system_prompt_builder_value || system_prompt_value if values.empty? && !block

  self.system_template_value = nil
  if block
    self.system_prompt_value = nil
    self.system_prompt_builder_value = block
  else
    self.system_prompt_value = values.fetch(0).to_s
    self.system_prompt_builder_value = nil
  end
end

.system_template(*values) ⇒ Object

:call-seq:

system_template() -> String, nil
system_template(path) -> String

The explicit system prompt template path, when conventional lookup is not used.



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# File 'lib/little_ghost/agent.rb', line 223

def system_template(*values)
  return system_template_value if values.empty?

  self.system_template_value = values.fetch(0).to_s
end

.tool_declarations ⇒ Object

:nodoc:



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# File 'lib/little_ghost/agent.rb', line 266

def tool_declarations = tool_declarations_value # :nodoc:

.tools(*values) ⇒ Object

Adds tool or provider classes to the agent.

Every declaration must be a class. A provider class can supply tools dynamically by implementing tools(binding).



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# File 'lib/little_ghost/agent.rb', line 255

def tools(*values)
  invalid = values.flatten.compact.find { |value| !value.is_a?(Class) }
  if invalid
    raise ConfigurationError, "Class-level tools must be classes"
  end

  declarations = tool_declarations_value + values
  self.tool_declarations_value = declarations
  tool_declarations
end

Instance Method Details

#close ⇒ Object

Closes owned tools, interruptions, sandbox, and workspace resources. The operation is idempotent and re-raises the first cleanup failure.



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# File 'lib/little_ghost/agent.rb', line 778

def close
  resources, interruptions = @close_mutex.synchronize do
    return if @closed

    @closed = true
    [
      [tool_registry, (@sandbox if @owns_resources), (@workspace if @owns_resources)],
      @interruptions_mutex.synchronize { @active_interruptions.dup }
    ]
  end
  first_error = nil
  interruptions.each do |active|
    active.close(AgentInterruptError.new("Agent was closed"))
  end
  resources.each do |resource|
    resource.close if resource.respond_to?(:close)
  rescue => error
    first_error ||= error
  end
  raise first_error if first_error
end

#dispatch_tools(tool_uses, context:, events:, parent_operation_id:, parent_trace_context: nil) ⇒ Object

:nodoc:



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# File 'lib/little_ghost/agent.rb', line 558

def dispatch_tools(tool_uses, context:, events:, parent_operation_id:, parent_trace_context: nil) # :nodoc:
  execute_tools(tool_uses, context, events, parent_operation_id:, parent_trace_context:)
end

#entrypoint_name ⇒ Object

:nodoc:



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# File 'lib/little_ghost/agent.rb', line 556

def entrypoint_name = self.class.agent_id # :nodoc:

#interrupt(message, cancellation_token: Support::CancellationToken.new, deadline: nil, target_operation_id: nil, interruption_id: nil, batch_key: nil, metadata: {}) ⇒ Object

Adds message to one active invocation and waits for its ordinary text reply.

The response may continue into tool calls; delivery does not stop the original invocation. Raises LittleGhost::AgentInterruptError when there is no unambiguous active target.



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# File 'lib/little_ghost/agent.rb', line 583

def interrupt(
  message,
  cancellation_token: Support::CancellationToken.new,
  deadline: nil,
  target_operation_id: nil,
  interruption_id: nil,
  batch_key: nil,
  metadata: {}
)
  interrupt_response(
    message,
    cancellation_token:,
    deadline:,
    target_operation_id:,
    interruption_id:,
    batch_key:,
    metadata:
  ).text
end

#interrupt_response(message, cancellation_token: Support::CancellationToken.new, deadline: nil, target_operation_id: nil, interruption_id: nil, batch_key: nil, metadata: {}) ⇒ Object

Adds an interruption and returns the model's immediate response details.

Use target_operation_id when an agent has multiple active invocations. Messages may contain only text, image, or document content. The returned response value exposes text, tool_calls?, interruption_ids, and batch_key; tool calls may continue after this response. Depend on these methods rather than the response's concrete class.

Raises:

  • (ArgumentError) 


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# File 'lib/little_ghost/agent.rb', line 610

def interrupt_response(
  message,
  cancellation_token: Support::CancellationToken.new,
  deadline: nil,
  target_operation_id: nil,
  interruption_id: nil,
  batch_key: nil,
  metadata: {}
)
  message = Message.new(role: :user, content: message) if message.is_a?(String)
  raise ArgumentError, "interrupt message must be a String or LittleGhost::Message" unless message.is_a?(Message)
  safe_content = message.content.all? do |content|
    content.is_a?(Content::Text) ||
      content.is_a?(Content::Image) ||
      content.is_a?(Content::Document)
  end
  unless safe_content
    raise ArgumentError, "interrupt message content must contain only text, images, or documents"
  end

  interruptions = @interruptions_mutex.synchronize do
    active = if target_operation_id
      @active_interruptions.select { |candidate| candidate.target_operation_id == target_operation_id }
    else
      @active_interruptions
    end
    if active.empty?
      raise AgentInterruptError, "Agent is not currently running"
    end
    if active.length > 1
      raise AgentInterruptError, "Agent has multiple active invocations; the interruption target is ambiguous"
    end

    active.first
  end
  options = {batch_key:, metadata:}
  options[:id] = interruption_id unless interruption_id.nil?
  ticket = interruptions.enqueue(message, **options)
  instrument(
    :agent_interrupt_queued,
    parent_operation_id: interruptions.operation_id,
    interruption_id: ticket.id,
    event_kind: :interrupt,
    diagnostic: {input: diagnostic_message(message)}
  )
  begin
    response = ticket.value(cancellation_token:, deadline:)
    interruptions.release(ticket)
    response
  rescue => error
    interruptions.release(ticket, withdraw: true)
    instrument(
      :agent_interrupt_failed,
      parent_operation_id: interruptions.operation_id,
      interruption_id: ticket.id,
      event_kind: :interrupt,
      error_type: error.class.name,
      diagnostic: {exception: diagnostic_exception(error)}
    )
    raise
  end
end

#prompt_locals ⇒ Object

Materializes and freezes the prompt locals declared on the agent class.



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# File 'lib/little_ghost/agent.rb', line 762

def prompt_locals
  self.class.prompt_local_resolvers.to_h do |name, resolver|
    value = if resolver.respond_to?(:call)
      resolver.parameters.empty? ? instance_exec(&resolver) : resolver.call(self)
    else
      resolver
    end
    [name, value]
  end.freeze
end

#request_assembly_transition(value, context:) ⇒ Object

:nodoc:



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# File 'lib/little_ghost/agent.rb', line 562

def request_assembly_transition(value, context:) # :nodoc:
  @assembly_transitions_mutex.synchronize do
    unless @assembly_tool_batch_sizes[context] == 1
      raise ToolError, "An assembly transition must be the only tool call in a model response"
    end
    if @assembly_transitions.key?(context)
      raise ProtocolError, "Multiple assembly transitions were requested in one agent turn"
    end

    @assembly_transitions[context] = value
  end
  value
end

#stream(input = nil, history: nil, context: nil, cancellation_token: Support::CancellationToken.new, deadline: nil, settings: nil, template_locals: nil, template_paths: nil, parent_operation_id: nil, checkpoint: nil, conversation_id: nil, interruption_metadata: nil, interruption_ids: [], interrupt_ready: nil) ⇒ Object

Streams one invocation as StreamEvent objects.

Agents built inside a run accept history, JSON-like context, cancellation, deadlines, settings, and trusted invocation template paths. An agent instance may be streamed only according to the lifecycle managed by its owning run. Every template path must be an application-created TrustedPath; the wrapper records a trust decision and must never contain unchecked request or model input.

Raises:

  • (ArgumentError) 


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# File 'lib/little_ghost/agent.rb', line 681

def stream(
  input = nil,
  history: nil,
  context: nil,
  cancellation_token: Support::CancellationToken.new,
  deadline: nil,
  settings: nil,
  template_locals: nil,
  template_paths: nil,
  parent_operation_id: nil,
  checkpoint: nil,
  conversation_id: nil,
  interruption_metadata: nil,
  interruption_ids: [],
  interrupt_ready: nil
)
  if standalone?
    raise ArgumentError, "input is required" if input.nil?

    return build_run(entrypoint_payload(input, {
      history:,
      context:,
      settings:,
      template_paths:,
      deadline_at: deadline,
      cancellation_token:
    }.compact)).each
  end

  raise ArgumentError, "input is required" if input.nil?

  history ||= []
  context ||= {}
  settings ||= {}
  template_locals ||= {}
  template_paths ||= []
  invocation_paths = Array(template_paths).map do |path|
    unless path.is_a?(LittleGhost::TrustedPath)
      raise ArgumentError, "invocation template paths must be LittleGhost::TrustedPath values"
    end
    path
  end
  settings = @model_settings.merge(settings)
  Enumerator.new do |events|
    interruptions = AgentInterruptions.new
    run_context = RunContext.new(
      state: context,
      cancellation_token: cancellation_token,
      deadline: deadline,
      metadata: {agent_id: self.class.agent_id},
      checkpoint:,
      conversation_id:,
      interruption_metadata:,
      interruption_ids:
    )
    begin
      with_invocation(run_context) do
        execute(
          input,
          history: history,
          context: run_context,
          settings: settings,
          template_locals: template_locals,
          template_paths: invocation_paths,
          events: events,
          parent_operation_id:,
          interruptions:,
          interrupt_ready:
        )
      end
    rescue => error
      interruptions.close(error)
      raise
    ensure
      interruptions.close(AgentInterruptError.new("Agent finished before the interruption was delivered"))
      unregister_interruptions(interruptions)
    end
  end
end

#tools ⇒ Object

The materialized tools available during this agent run.



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# File 'lib/little_ghost/agent.rb', line 774

def tools = tool_registry