rony-llm-agent/pkg/agent
Victor Vargas 724a143f90 style: gofmt
Formatting only (struct field alignment, import ordering) across the
files that didn't comply — no semantic changes.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-12 16:14:15 -07:00
..
integration_test.go style: gofmt 2026-07-12 16:14:15 -07:00
loop.go fix(agent): last-iteration false failure, cached schemas, usage in tool rounds 2026-07-12 16:14:15 -07:00
loop_test.go style: gofmt 2026-07-12 16:14:15 -07:00
README.es.md feat: add history messages, reasoning content, and adaptive language support 2026-07-05 16:17:37 -07:00
README.md feat: add history messages, reasoning content, and adaptive language support 2026-07-05 16:17:37 -07:00
subagent.go feat(agent): add SubAgent runtime for nested, specialized agent loops 2026-07-09 12:08:32 -07:00
subagent_test.go feat(agent): add SubAgent runtime for nested, specialized agent loops 2026-07-09 12:08:32 -07:00

pkg/agent

The main loop that runs an LLM agent with guardrails.

Responsibility

Coordinate the iterative cycle between the LLM and tool execution:

while iteration < MaxIterations:
    response = llm.Generate(messages, tools)
    if no tool calls: return response
    for tool_call in response.ToolCalls:
        if needs_approval: ask_user()
        result = execute(tool_call)
        append tool result to messages

Public API

type Loop interface {
    Run(ctx context.Context, input string, history ...llm.Message) (Response, error)
    RunStream(ctx context.Context, input string, history ...llm.Message) iter.Seq2[Chunk, error]
}

type Config struct {
    LLM          llm.LLMClient
    Persona      persona.Persona
    Tools        tools.Registry
    Sandbox      Sandbox
    MaxIters     int
    Approver     Approver        // nil = auto-approve all
    OnIteration  func(Iteration) // observability hook
}

type Response struct {
    Content     string
    ToolCalls   []tools.Call
    Iterations  int
    Duration    time.Duration
    TokenUsage  llm.TokenUsage
}

Guarantees

  • Termination: Always terminates (max iterations, error, or final response)
  • Idempotency: Re-running with the same input produces the same output (given the same LLM)
  • Observability: Each iteration emits an OpenTelemetry span
  • Approval: Destructive tools (Ask permission) require confirmation

See also