L6 Orchestration

Sub-agents

Hands part of a task to a child agent that works in a clean context and returns a short answer.

Settled practice

Why it matters

Delegation keeps noisy exploration out of the main context window, the text the model sees on each call. Without limits it multiplies cost, slips past the budget and approval rules, and floods the parent with the child's output.

What to build

Isolated child under parent policy and limits

The default the research recommends. The reasoning and the code behind it are in the app.

What it takes, by kind of agent

  • Conversational assistantOptional
  • CodingOptional
  • Deep researchMust-have
  • Browser/GUINot applicable

What these levels mean

How well it is studied

Harnesses checked
31
Checked facts behind it
523

See the 523 checked facts and how each harness does it

The facts, the code lines they come from and the rules for this topic are in the app. Sign in with Google; new accounts are approved by hand.

Also in L6 Orchestration

  • Crash recoverySettled practice

    Saves the agent's work step by step, so it can pick up after a crash exactly where it stopped.

    • Assistant Must-have
    • Coding Must-have
    • Research Must-have
    • Browser Must-have
  • Human approvalSettled practice

    Pauses a risky action until a person approves, changes or refuses it, then carries on with a valid history.

    • Assistant Must-have
    • Coding Must-have
    • Research Must-have
    • Browser Must-have
  • Proactive triggersEmerging

    Lets the agent start a turn by itself, on a schedule or an event, once per due time and only when it has something to say.

    • Assistant Must-have
    • Coding Not applicable
    • Research Not applicable
    • Browser Not applicable
  • Safe repeatsOpen problem

    Makes sure that running a step again, after a retry, a crash or a re-fire, never repeats a real-world action.

    • Assistant Must-have
    • Coding Must-have
    • Research Must-have
    • Browser Must-have
  • Checkpoints and rewindEmerging

    Save the workspace before the agent edits it, and let a rewind take files and conversation back together.

    • Assistant Optional
    • Coding Optional
    • Research Optional
    • Browser Not applicable