Class: LLM::Agent

Inherits:
Object
  • Object
show all
Defined in:
lib/llm/agent.rb

Overview

LLM::Agent is the recommended entry point for most use-cases. It provides a class-level DSL for defining reusable, preconfigured assistants with defaults for model, tools, schema, and instructions.

It wraps the same stateful runtime surface as LLM::Context: message history, usage, persistence, streaming parameters, and provider-backed requests still flow through an underlying context. The defining behavior of an agent is that it automatically resolves pending tool calls for you during talk, instead of leaving tool loops to the caller.

Notes:

  • Instructions are injected once unless a system message is already present.
  • An agent automatically executes tool loops (unlike LLM::Context).
  • The automatic tool loop enables the wrapped context's guard by default. The built-in LLM::LoopGuard detects repeated tool-call patterns and blocks stuck execution before more tool work is queued.
  • The default tool attempt budget is 25. After that, the agent sends advisory tool errors back through the model and keeps the loop in-band. Set tool_attempts: nil to disable that advisory behavior.
  • Tool loop execution can be configured with concurrency :sequential, :thread, :async, :fiber, :fork, or :ractor.

Examples:

Subclass with defaults

class SystemAdmin < LLM::Agent
  set model: "gpt-4.1-nano",
      instructions: "You are a Linux system admin",
      tools: [Shell],
      schema: Result
end

llm = LLM.openai(key: ENV["KEY"])
agent = SystemAdmin.new(llm)
agent.talk("Run 'date'")

Direct instance

llm = LLM.deepseek(key: ENV["KEY"])
agent = LLM::Agent.new(llm, stream: $stdout)
agent.talk "Hello world"

See Also:

Instance Attribute Summary collapse

Class Method Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(llm, params = {}) ⇒ Agent

Returns a new instance of Agent.

Parameters:

  • llm (LLM::Provider) —

    A provider

  • params (Hash) (defaults to: {}) —

    The parameters to maintain throughout the conversation. Any parameter the provider supports can be included and not only those listed here.

Options Hash (params):

  • :model (String) —

    Defaults to the provider's default model

  • :tools (Array<LLM::Function>, nil) —

    Defaults to nil

  • :skills (Array<String>, nil) —

    Defaults to nil

  • :schema (#to_json, nil) —

    Defaults to nil

  • :stream (Object, Proc, nil) —

    Optional stream override for this agent instance

  • :tracer (LLM::Tracer, Proc, nil) —

    Optional tracer override for this agent instance

  • :concurrency (Symbol, Array<Symbol>, nil) —

    Defaults to the agent class concurrency



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# File 'lib/llm/agent.rb', line 328

def initialize(llm, params = {})
  @llm = llm
  fields = %i[name description path model skills schema tracer stream tools concurrency instructions confirm]
  fields_ivar = %i[name description path tracer concurrency instructions confirm]
  fields.each do |field|
    resolvable = params.key?(field) ? params.delete(field) : self.class.public_send(field)
    resolve_symbol = !%i[concurrency].include?(field)
    resolved = resolvable != nil ? resolve_option(self, resolvable, resolve_symbol:) : resolvable
    resolved = [*resolved].map(&:to_s) if field == :confirm && resolved
    if field == :model
      params[field] = resolved unless resolved.nil? || params.key?(field)
    elsif resolved && !fields_ivar.include?(field)
      params[field] ||= resolved
    elsif fields_ivar.include?(field)
      instance_variable_set(:"@#{field}", resolved)
    end
  end
  @ctx = LLM::Context.new(llm, {guard: true}.merge(params))
  @path and File.readable?(@path) ? @ctx.restore(path:) : nil
end

Instance Attribute Details

#llm ⇒ LLM::Provider (readonly)

Returns a provider

Returns:



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# File 'lib/llm/agent.rb', line 68

def llm
  @llm
end

Class Method Details

.concurrency(concurrency = nil) ⇒ Symbol, ...

Set or get the tool execution concurrency.

Parameters:

  • concurrency (Symbol, Array<Symbol>, nil) (defaults to: nil) —

    Controls how pending tool loops are executed:

    • :sequential: sequential calls
    • :thread: concurrent threads
    • :async: concurrent async tasks
    • :fiber: concurrent scheduler-backed fibers
    • :fork: forked child processes
    • :ractor: concurrent Ruby ractors for class-based tools; MCP tools are not supported, and this mode is especially useful for CPU-bound tool work Usually pass a single strategy. Arrays are only for advanced mixed-work cases and are not needed for normal queued stream tool loops.

Returns:

  • (Symbol, Array<Symbol>, nil) 


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# File 'lib/llm/agent.rb', line 225

def self.concurrency(concurrency = nil)
  return @concurrency if concurrency.nil?
  @concurrency = concurrency
end

.confirm(*tool_names, &block) ⇒ Array<String>, ...

Set or get the tool names that require confirmation before they can run.

When a single Symbol is given, it is stored as-is and resolved at initialization time by calling the method with that name on the agent instance. This allows dynamic tool confirmation lists.

Examples:

class MyAgent < LLM::Agent
  confirm :tools_that_need_confirmation

  def tools_that_need_confirmation
    some_condition ? %w[delete destroy] : %w[delete]
  end
end

Parameters:

  • tool_names (String, Symbol, Array<String, Symbol>, Proc) —

    One or more tool names.

  • block (Proc) —

    An optional, lazy-evaluated Proc

Returns:

  • (Array<String>, Proc, Symbol, nil) 


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# File 'lib/llm/agent.rb', line 291

def self.confirm(*tool_names, &block)
  return @confirm if tool_names.empty? && !block
  if tool_names.size == 1 && tool_names.grep(Symbol).any?
    @confirm = tool_names.first
  else
    @confirm = block || tool_names.flatten.map(&:to_s)
  end
end

.description(desc = UNDEFINED, &block) ⇒ String?

Note:

This method serves as a self-documenting string. It is optional but recommended.

Set or get an agent's description

Parameters:

  • desc (String) (defaults to: UNDEFINED) —

    The agent's description

Returns:

  • (String, nil) —

    Returns the agent's description



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# File 'lib/llm/agent.rb', line 139

def self.description(desc = UNDEFINED, &block)
  if desc.equal?(UNDEFINED)
    @desc
  else
    @desc = block || desc
  end
end

.instructions(instructions = nil) ⇒ String?

Set or get the default instructions

Parameters:

  • instructions (String, nil) (defaults to: nil) —

    The system instructions

Returns:

  • (String, nil) —

    Returns the current instructions when no argument is provided



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# File 'lib/llm/agent.rb', line 205

def self.instructions(instructions = nil)
  return @instructions if instructions.nil?
  @instructions = instructions
end

.model(model = nil, &block) ⇒ String?

Set or get the default model

Parameters:

  • model (String, nil) (defaults to: nil) —

    The model identifier

Returns:

  • (String, nil) —

    Returns the current model when no argument is provided



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# File 'lib/llm/agent.rb', line 153

def self.model(model = nil, &block)
  return @model if model.nil? && !block
  @model = block || model
end

.name(name = UNDEFINED, &block) ⇒ String

Note:

This method serves as a self-documenting string and it is used by LLM::Repl. It is optional but recommended.

Set or get an agent's name

Parameters:

  • name (String) (defaults to: UNDEFINED) —

    The agent name

Returns:

  • (String) —

    Return's the agents name



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# File 'lib/llm/agent.rb', line 117

def self.name(name = UNDEFINED, &block)
  if name.equal?(UNDEFINED)
    if @name.nil?
      name  = to_s.split("::").last
      @name = name.gsub(CASE_PATTERN, "-").downcase
    else
      @name
    end
  else
    @name = block || name
  end
end

.path(path = UNDEFINED, &block) ⇒ String?

Set the file path where an agent's memory can be restored from, and written to.

Parameters:

  • path (String) (defaults to: UNDEFINED) —

    The path to a file

Returns:

  • (String, nil) 


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# File 'lib/llm/agent.rb', line 306

def self.path(path = UNDEFINED, &block)
  if path.equal?(UNDEFINED)
    @path
  else
    @path = path || block
  end
end

.schema(schema = nil, &block) ⇒ #to_json?

Set or get the default schema

Parameters:

  • schema (#to_json, nil) (defaults to: nil) —

    The schema

Returns:

  • (#to_json, nil) —

    Returns the current schema when no argument is provided



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# File 'lib/llm/agent.rb', line 194

def self.schema(schema = nil, &block)
  return @schema if schema.nil? && !block
  @schema = block || schema
end

.set(properties) ⇒ void

This method returns an undefined value.

Bulk-assign class-level agent defaults from a Hash.

Each key is resolved by calling the corresponding class method on the agent subclass. An error is raised for unknown keys so that typos are caught early.

Examples:

class AdminAgent < LLM::Agent
  set name: "admin",
      instructions: "You are a system administrator",
      model: "gpt-4.1-nano",
      tools: [Shell, ReadFile]
end

Parameters:

  • properties (Hash)

Options Hash (properties):

  • :instructions (String)
  • :model (String)
  • :tools (Array<LLM::Function>)
  • :skills (Array<String>)
  • :schema (#to_json)
  • :concurrency (Symbol, Array<Symbol>)
  • :tracer (LLM::Tracer, Proc)
  • :stream (Object, Proc)
  • :confirm (String, Symbol, Array<String, Symbol>, Proc)

Raises:

  • (KeyError) —

    when a property key does not match a class-level accessor



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# File 'lib/llm/agent.rb', line 97

def self.set(properties)
  properties.each do
    if respond_to?(_1)
      public_send(_1, _2)
    else
      raise KeyError, "key not found: #{_1}"
    end
  end
end

.skills(*skills, &block) ⇒ Array<String>?

Set or get the default skills

Parameters:

  • skills (Array<String>, nil) —

    One or more skill directories

Returns:

  • (Array<String>, nil) —

    Returns the current skills when no argument is provided



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# File 'lib/llm/agent.rb', line 179

def self.skills(*skills, &block)
  return @skills if skills.empty? && !block
  if skills.size == 1 and skills.grep(Symbol).any?
    @skills = skills.first
  else
    @skills = block || skills.flatten
  end
end

.stream(stream = nil, &block) ⇒ Object, ...

Set or get the default stream.

When a block is provided, it is stored and evaluated lazily against the agent instance during initialization so it can build a fresh stream for each agent.

Examples:

class Agent < LLM::Agent
  stream { MyStream.new }
end

Parameters:

  • stream (Object, Proc, nil) (defaults to: nil)

Yield Returns:

Returns:



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# File 'lib/llm/agent.rb', line 265

def self.stream(stream = nil, &block)
  return @stream if stream.nil? && !block
  @stream = block || stream
end

.tools(*tools, &block) ⇒ Array<LLM::Function>

Set or get the default tools

Parameters:

Returns:

  • (Array<LLM::Function>) —

    Returns the current tools when no argument is provided



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# File 'lib/llm/agent.rb', line 164

def self.tools(*tools, &block)
  return @tools || [] if tools.empty? && !block
  if tools.size == 1 and tools.grep(Symbol).any?
    @tools = tools.first
  else
    @tools = block || tools.flatten
  end
end

.tracer(tracer = nil, &block) ⇒ LLM::Tracer, ...

Set or get the default tracer.

When a block is provided, it is stored and evaluated lazily against the agent instance during initialization so it can build a tracer from the resolved provider.

Examples:

class Agent < LLM::Agent
  tracer { LLM::Tracer::Logger.new(llm, io: $stdout) }
end

Parameters:

Yield Returns:

Returns:



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# File 'lib/llm/agent.rb', line 245

def self.tracer(tracer = nil, &block)
  return @tracer if tracer.nil? && !block
  @tracer = block || tracer
end

Instance Method Details

#ask(prompt, params = {}) ⇒ Object

See Also:



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# File 'lib/llm/agent.rb', line 395

def ask(prompt, params = {})
  res = run_loop(prompt, params, :ask)
  path ? @ctx.save(path:) : nil
  res
end

#concurrency ⇒ Symbol, ...

Returns the configured tool execution concurrency.

Returns:

  • (Symbol, Array<Symbol>, nil) 


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# File 'lib/llm/agent.rb', line 516

def concurrency
  @concurrency
end

#context_window ⇒ Integer

Returns:

  • (Integer)

See Also:



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# File 'lib/llm/agent.rb', line 530

def context_window
  @ctx.context_window
end

#cost ⇒ LLM::Cost

Returns:

See Also:



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# File 'lib/llm/agent.rb', line 523

def cost
  @ctx.cost
end

#description ⇒ String?

Returns the agent's description

Returns:

  • (String, nil) 


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# File 'lib/llm/agent.rb', line 367

def description
  @description
end

#deserialize(**kw) ⇒ LLM::Agent Also known as: restore

Returns:



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# File 'lib/llm/agent.rb', line 613

def deserialize(**kw)
  @ctx.deserialize(**kw)
  self
end

#image_url(url) ⇒ LLM::Object

Returns a tagged object

Parameters:

  • url (String) —

    The URL

Returns:



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# File 'lib/llm/agent.rb', line 455

def image_url(url)
  @ctx.image_url(url)
end

#inspect ⇒ String

Returns:

  • (String) 


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# File 'lib/llm/agent.rb', line 597

def inspect
  "#<#{LLM::Utils.object_id(self)} " \
  "@llm=#{@llm.class}, @mode=#{mode.inspect}, @messages=#{messages.inspect}>"
end

#interrupt! ⇒ nil Also known as: cancel!

Interrupt the active request, if any.

Returns:

  • (nil) 


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# File 'lib/llm/agent.rb', line 436

def interrupt!
  @ctx.interrupt!
end

#local_file(path) ⇒ LLM::Object

Returns a tagged object

Parameters:

  • path (String) —

    The path

Returns:



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# File 'lib/llm/agent.rb', line 464

def local_file(path)
  @ctx.local_file(path)
end

#messages ⇒ LLM::Buffer<LLM::Message>

Returns:



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# File 'lib/llm/agent.rb', line 403

def messages
  @ctx.messages
end

#mode ⇒ Symbol

Returns:

  • (Symbol) 


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# File 'lib/llm/agent.rb', line 509

def mode
  @ctx.mode
end

#model ⇒ String

Returns the model an Agent is actively using

Returns:

  • (String) 


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# File 'lib/llm/agent.rb', line 503

def model
  @ctx.model
end

#name ⇒ String

Returns the agent's name

Returns:

  • (String) 


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# File 'lib/llm/agent.rb', line 352

def name
  @name
end

#on_tool_confirmation(fn, strategy) ⇒ LLM::Function::Return

This method is called when confirmation is required before a tool can run.

Parameters:

  • fn (LLM::Function) —

    The pending function call. It can be cancelled through the Function#cancel method.

  • strategy (Symbol, Array<Symbol>) —

    The execution strategy that would be used for the tool call.

Returns:

  • (LLM::Function::Return) —

    Return either fn.task(strategy).wait to approve execution or fn.cancel(...) to cancel the call.



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# File 'lib/llm/agent.rb', line 630

def on_tool_confirmation(fn, strategy)
  fn.cancel
end

#params ⇒ Hash

Returns:

  • (Hash)

See Also:



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# File 'lib/llm/agent.rb', line 578

def params
  @ctx.params
end

#path ⇒ String?

Returns a file path where an agent's memory is restored from, and written to after each turn.

Returns:

  • (String, nil) 


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# File 'lib/llm/agent.rb', line 360

def path
  @path
end

#pending_functions ⇒ Array<LLM::Function>

Returns:



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# File 'lib/llm/agent.rb', line 409

def pending_functions
  @tracer ? @llm.with_tracer(@tracer) { @ctx.pending_functions } : @ctx.pending_functions
end

#prompt(&b) ⇒ LLM::Prompt Also known as: build_prompt

Parameters:

  • b (Proc) —

    A block that composes messages. If it takes one argument, it receives the prompt object. Otherwise it runs in prompt context.

Returns:

See Also:



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# File 'lib/llm/agent.rb', line 445

def prompt(&b)
  @ctx.prompt(&b)
end

#remote_file(res) ⇒ LLM::Object

Returns a tagged object

Parameters:

Returns:



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# File 'lib/llm/agent.rb', line 473

def remote_file(res)
  @ctx.remote_file(res)
end

#repl(name: self.name, path: nil, tools: [], skills: [], tracer: false, trace: nil) ⇒ void

Note:

By default this method disables the tracer for the duration of the repl session, and restores it afterwards.

This method returns an undefined value.

Start a minimalist repl that can interact with the agent and its current state. This method requires the 'curses' gem to be installed and available to require.

Parameters:

  • name (String) (defaults to: self.name) —

    The agent's name. Defaults to #name.

  • path (String) (defaults to: nil) —

    The path to a file where runtime state is read from, and written to

  • tools (Array<LLM::Tool>) (defaults to: []) —

    Extra tools to attach for the repl session

  • skills (Array<String>) (defaults to: []) —

    Extra skills to attach for the repl session

  • tracer (Boolean) (defaults to: false) —

    When true, the tracer is kept alive during the repl session. Default is false.



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

def repl(name: self.name, path: nil, tools: [], skills: [], tracer: false, trace: nil)
  if trace != nil
    warn "llm.rb: trace option is deprecated, use tracer instead"
    tracer = trace
  end
  if !tracer
    previous    = self.tracer
    self.tracer = nil
  end
  require_relative "repl" unless defined?(::LLM::Repl)
  LLM::Repl.new(agent: self, name:, path:, tools:, skills:).start
ensure
  if !tracer
    self.tracer = previous
  end
end

#returns ⇒ Array<LLM::Function::Return>

Returns:

See Also:



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# File 'lib/llm/agent.rb', line 416

def returns
  @ctx.returns
end

#serialize(**kw) ⇒ void Also known as: save

This method returns an undefined value.



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# File 'lib/llm/agent.rb', line 605

def serialize(**kw)
  @ctx.serialize(**kw)
end

#stream ⇒ LLM::Stream, ...

Returns a stream object, or nil

Returns:

  • (LLM::Stream, #<<, nil) —

    Returns a stream object, or nil



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# File 'lib/llm/agent.rb', line 496

def stream
  @ctx.stream
end

#talk(prompt, params = {}) ⇒ LLM::Response

Maintain a conversation via the chat completions API. This method immediately sends a request to the LLM and returns the response.

Examples:

llm = LLM.openai(key: ENV["KEY"])
agent = LLM::Agent.new(llm)
response = agent.talk("Hello, what is your name?")
puts response.choices[0].content

Parameters:

  • params (Hash) (defaults to: {}) —

    The params passed to the provider, including optional :stream, :tools, :schema etc.

  • prompt (String) —

    The input prompt to be completed

Options Hash (params):

  • :tool_attempts (Integer) —

    The maxinum number of tool call iterations before the agent sends in-band advisory tool errors back through the model (default 25). Set to nil to disable advisory tool-limit returns.

Returns:



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# File 'lib/llm/agent.rb', line 387

def talk(prompt, params = {})
  res = run_loop(prompt, params, :talk)
  path ? @ctx.save(path:) : nil
  res
end

#to_h ⇒ Hash

Returns:

  • (Hash)

See Also:



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# File 'lib/llm/agent.rb', line 585

def to_h
  @ctx.to_h
end

#to_json ⇒ String

Returns:

  • (String) 


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# File 'lib/llm/agent.rb', line 591

def to_json(...)
  LLM.json.dump(to_h, ...)
end

#tracer ⇒ LLM::Tracer

Returns an LLM tracer

Returns:



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# File 'lib/llm/agent.rb', line 480

def tracer
  @tracer || @ctx.tracer
end

#tracer=(other) ⇒ void

This method returns an undefined value.

Parameters:



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# File 'lib/llm/agent.rb', line 488

def tracer=(other)
  @ctx.tracer = other
  @tracer = other
end

#usage ⇒ LLM::Object

Returns:



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# File 'lib/llm/agent.rb', line 429

def usage
  @ctx.usage
end

#wait ⇒ Array<LLM::Function::Return>

Returns:

See Also:



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# File 'lib/llm/agent.rb', line 423

def wait(...)
  @tracer ? @llm.with_tracer(@tracer) { @ctx.wait(...) } : @ctx.wait(...)
end