Class: LittleGhost::Agent
- Inherits:
-
Object
- Object
- LittleGhost::Agent
- 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
Define reusable agents that can answer, stream, call tools, and delegate work. Each subclass describes one application role with an inheritable Ruby DSL.
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
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
Instance Attribute Summary collapse
-
#agent_path ⇒ Object
readonly
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
-
#delegation_activity ⇒ Object
readonly
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
-
#max_tool_calls ⇒ Object
readonly
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
-
#model ⇒ Object
readonly
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
-
#run ⇒ Object
readonly
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
-
#runtime ⇒ Object
readonly
Runtime used to build this agent's model, tools, workspace, and sandbox.
-
#sandbox ⇒ Object
readonly
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
-
#tool_registry ⇒ Object
readonly
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
-
#workspace ⇒ Object
readonly
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
Class Method Summary collapse
-
.agent_id(*values) ⇒ Object
:call-seq: agent_id() -> String agent_id(value) -> String.
-
.ask(message, **options) ⇒ Object
Executes
messagethrough a fresh standalone entrypoint and returns the completed LittleGhost::Run. -
.callbacks ⇒ Object
:nodoc:.
-
.capture_diagnostics(*values) ⇒ Object
:call-seq: capture_diagnostics() -> true or false capture_diagnostics(value) -> true or false.
-
.description(*values) ⇒ Object
:call-seq: description() -> String description(value) -> String.
-
.limits(**values) ⇒ Object
:call-seq: limits() -> Hash limits(**values) -> Hash.
-
.logical_path ⇒ Object
The underscored, namespace-aware path used for conventional prompt lookup.
-
.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.
-
.model_selection(invocation) ⇒ Object
:nodoc:.
-
.prompt_local(name, *values, &resolver) ⇒ Object
Adds a named value or resolver to every prompt rendered for the agent.
-
.prompt_local_resolvers ⇒ Object
: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.
-
.stream_ask(message, **options) ⇒ Object
Streams
messagethrough a fresh standalone entrypoint and returns an Enumerator of LittleGhost::StreamEvent objects. -
.system_prompt(*values, &block) ⇒ Object
:call-seq: system_prompt() -> String, Proc, nil system_prompt(value) -> String system_prompt { |locals| ... } -> Proc.
-
.system_template(*values) ⇒ Object
:call-seq: system_template() -> String, nil system_template(path) -> String.
-
.tool_declarations ⇒ Object
:nodoc:.
-
.tools(*values) ⇒ Object
Adds tool or provider classes to the agent.
Instance Method Summary collapse
-
#as_tool(name: self.class.agent_id, description: self.class.description, preserve_context: false) ⇒ Object
Exposes this agent as a Tool instance.
-
#ask(message, **options) ⇒ Object
Runs
messageto completion through the standalone or run-scoped agent. -
#build_run(payload) ⇒ Object
:nodoc:.
-
#call(input = nil, **options) ⇒ Object
Runs
inputto completion. -
#close ⇒ Object
Closes owned tools, interruptions, sandbox, and workspace resources.
-
#dispatch_tools(tool_uses, context:, events:, parent_operation_id:, parent_trace_context: nil) ⇒ Object
:nodoc:.
-
#entrypoint_name ⇒ Object
:nodoc:.
-
#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
constructor
Creates either a standalone entrypoint or a run-scoped agent.
-
#interrupt(message, cancellation_token: Support::CancellationToken.new, deadline: nil, target_operation_id: nil, interruption_id: nil, batch_key: nil, metadata: {}) ⇒ Object
Adds
messageto one active invocation and waits for its ordinary text reply. -
#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.
-
#prompt_locals ⇒ Object
Materializes and freezes the prompt locals declared on the agent class.
-
#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.
-
#stream_ask(message, **options) ⇒ Object
Streams
messagethrough the standalone or run-scoped agent. -
#tools ⇒ Object
The materialized tools available during this agent run.
Methods included from Support::ClassAttributes
Methods included from Delegation
Methods included from Skills
Methods included from ContextManagement
Methods included from ToolLoop
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.
512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 |
# File 'lib/little_ghost/agent.rb', line 512 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 ) if model.nil? && run.nil? @standalone = true @runtime = runtime || Runtime.new(configuration: LittleGhost.configuration) @workspace = workspace @sandbox = sandbox @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 = [] 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.
504 505 506 |
# File 'lib/little_ghost/agent.rb', line 504 def agent_path @agent_path end |
#delegation_activity ⇒ Object (readonly)
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
504 505 506 |
# File 'lib/little_ghost/agent.rb', line 504 def delegation_activity @delegation_activity end |
#max_tool_calls ⇒ Object (readonly)
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
504 505 506 |
# File 'lib/little_ghost/agent.rb', line 504 def max_tool_calls @max_tool_calls end |
#model ⇒ Object (readonly)
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
504 505 506 |
# File 'lib/little_ghost/agent.rb', line 504 def model @model end |
#run ⇒ Object (readonly)
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
504 505 506 |
# File 'lib/little_ghost/agent.rb', line 504 def run @run end |
#runtime ⇒ Object (readonly)
Runtime used to build this agent's model, tools, workspace, and sandbox.
585 586 587 |
# File 'lib/little_ghost/agent.rb', line 585 def runtime @runtime end |
#sandbox ⇒ Object (readonly)
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
504 505 506 |
# File 'lib/little_ghost/agent.rb', line 504 def sandbox @sandbox end |
#tool_registry ⇒ Object (readonly)
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
504 505 506 |
# File 'lib/little_ghost/agent.rb', line 504 def tool_registry @tool_registry end |
#workspace ⇒ Object (readonly)
Run-scoped model, tools, lifecycle, delegation, and execution resources available to agent extensions.
504 505 506 |
# File 'lib/little_ghost/agent.rb', line 504 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.
112 113 114 115 116 |
# File 'lib/little_ghost/agent.rb', line 112 def agent_id(*values) return agent_id_value || default_agent_id if values.empty? self.agent_id_value = values.fetch(0).to_s end |
.ask(message, **options) ⇒ Object
Executes message through a fresh standalone entrypoint and returns the
completed LittleGhost::Run. Invocation options are forwarded to #ask.
Create an instance explicitly when reusing a Runtime or streaming events.
88 89 90 |
# File 'lib/little_ghost/agent.rb', line 88 def ask(, **) new.ask(, **) end |
.callbacks ⇒ Object
:nodoc:
306 |
# File 'lib/little_ghost/agent.rb', line 306 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.
240 241 242 243 244 |
# File 'lib/little_ghost/agent.rb', line 240 def capture_diagnostics(*values) return capture_diagnostics_value if values.empty? self.capture_diagnostics_value = values.fetch(0) == true end |
.description(*values) ⇒ Object
:call-seq:
description() -> String
description(value) -> String
The human-readable description shown when this agent is delegated.
130 131 132 133 134 |
# File 'lib/little_ghost/agent.rb', line 130 def description(*values) return description_value.to_s if values.empty? self.description_value = values.fetch(0).to_s 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.
176 177 178 179 180 |
# File 'lib/little_ghost/agent.rb', line 176 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.
119 120 121 122 123 |
# File 'lib/little_ghost/agent.rb', line 119 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")
151 152 153 154 155 156 157 158 159 160 161 |
# File 'lib/little_ghost/agent.rb', line 151 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:
163 164 165 166 |
# File 'lib/little_ghost/agent.rb', line 163 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.
297 298 299 300 301 302 |
# File 'lib/little_ghost/agent.rb', line 297 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:
304 |
# File 'lib/little_ghost/agent.rb', line 304 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.
195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 |
# File 'lib/little_ghost/agent.rb', line 195 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 |
.stream_ask(message, **options) ⇒ Object
Streams message through a fresh standalone entrypoint and returns an
Enumerator of LittleGhost::StreamEvent objects. Invocation options
are forwarded to #stream_ask.
Create an instance explicitly when reusing one Runtime across calls.
97 98 99 100 101 102 103 |
# File 'lib/little_ghost/agent.rb', line 97 def stream_ask(, **) stream = nil Enumerator.new do |events| stream ||= new.stream_ask(, **) stream.each { |event| events << event } end 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.
266 267 268 269 270 271 272 273 274 275 276 277 |
# File 'lib/little_ghost/agent.rb', line 266 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.
251 252 253 254 255 |
# File 'lib/little_ghost/agent.rb', line 251 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:
294 |
# File 'lib/little_ghost/agent.rb', line 294 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).
283 284 285 286 287 288 289 290 291 292 |
# File 'lib/little_ghost/agent.rb', line 283 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
#as_tool(name: self.class.agent_id, description: self.class.description, preserve_context: false) ⇒ Object
Exposes this agent as a Tool instance.
By default, each call starts with empty conversational history. Set preserve_context: true to retain history serially between calls.
824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 |
# File 'lib/little_ghost/agent.rb', line 824 def as_tool(name: self.class.agent_id, description: self.class.description, preserve_context: false) agent = self description = "Delegate a task to #{name}." if description.to_s.empty? mutex = Mutex.new retained_history = [] tool_class = Tool.define( name: name, description: description, input_schema: { type: "object", properties: {input: {type: "string"}}, required: ["input"], additionalProperties: false } ) do |input, context: nil| invocation = lambda do result = agent.call( input.fetch("input"), history: preserve_context ? retained_history : [], context: context&.state || {}, cancellation_token: context&.cancellation_token || Support::CancellationToken.new, interruption_metadata: context&., interruption_ids: context&.interruption_ids || [], deadline: context&.deadline, parent_operation_id: run&.operation_id ) retained_history.replace(result..reject { || .role == :system }) if preserve_context result.structured? ? result.structured_result.value : result.text end preserve_context ? mutex.synchronize(&invocation) : invocation.call end tool_class.define_method(:close) { agent.close } binding = Tool::Binding.new( agent: self, run:, runtime:, model:, workspace:, sandbox: ) tool_class.new(binding:) end |
#ask(message, **options) ⇒ Object
Runs message to completion through the standalone or run-scoped agent.
618 619 620 |
# File 'lib/little_ghost/agent.rb', line 618 def ask(, **) call(, **) end |
#build_run(payload) ⇒ Object
:nodoc:
593 594 595 596 597 598 599 600 601 |
# File 'lib/little_ghost/agent.rb', line 593 def build_run(payload) # :nodoc: = { agent_class: self.class, entrypoint_class: self.class } [:workspace] = workspace if workspace [:sandbox] = sandbox if sandbox runtime.build_run(payload, **) end |
#call(input = nil, **options) ⇒ Object
Runs input to completion.
A standalone agent returns a LittleGhost::Run. An agent built inside a run returns its LittleGhost::RunResult.
607 608 609 610 611 612 613 614 615 |
# File 'lib/little_ghost/agent.rb', line 607 def call(input = nil, **) return build_run(entrypoint_payload(input, )).call if @standalone result = nil stream(input, **).each do |event| result = event.data[:result] if event.type == :invocation_stop end result end |
#close ⇒ Object
Closes owned tools, interruptions, sandbox, and workspace resources. The operation is idempotent and re-raises the first cleanup failure.
884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 |
# File 'lib/little_ghost/agent.rb', line 884 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:
589 590 591 |
# File 'lib/little_ghost/agent.rb', line 589 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:
587 |
# File 'lib/little_ghost/agent.rb', line 587 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.
627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 |
# File 'lib/little_ghost/agent.rb', line 627 def interrupt( , cancellation_token: Support::CancellationToken.new, deadline: nil, target_operation_id: nil, interruption_id: nil, batch_key: nil, metadata: {} ) interrupt_response( , 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.
654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 |
# File 'lib/little_ghost/agent.rb', line 654 def interrupt_response( , cancellation_token: Support::CancellationToken.new, deadline: nil, target_operation_id: nil, interruption_id: nil, batch_key: nil, metadata: {} ) = Message.new(role: :user, content: ) if .is_a?(String) raise ArgumentError, "interrupt message must be a String or LittleGhost::Message" unless .is_a?(Message) safe_content = .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 = {batch_key:, metadata:} [:id] = interruption_id unless interruption_id.nil? ticket = interruptions.enqueue(, **) instrument( :agent_interrupt_queued, parent_operation_id: interruptions.operation_id, interruption_id: ticket.id, event_kind: :interrupt, diagnostic: {input: ()} ) 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.
868 869 870 871 872 873 874 875 876 877 |
# File 'lib/little_ghost/agent.rb', line 868 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 |
#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.
725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 |
# File 'lib/little_ghost/agent.rb', line 725 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 }.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 |
#stream_ask(message, **options) ⇒ Object
Streams message through the standalone or run-scoped agent.
Standalone options become Invocation fields; run-scoped options are
forwarded to #stream.
807 808 809 810 811 812 813 814 815 816 817 818 |
# File 'lib/little_ghost/agent.rb', line 807 def stream_ask(, **) if @standalone [:deadline_at] = .delete(:deadline) if .key?(:deadline) stream = nil return Enumerator.new do |events| stream ||= build_run(entrypoint_payload(, )).each stream.each { |event| events << event } end end stream(, **) end |
#tools ⇒ Object
The materialized tools available during this agent run.
880 |
# File 'lib/little_ghost/agent.rb', line 880 def tools = tool_registry |