L6 Orchestration

Proactive triggers

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.

Emerging

Why it matters

Proactive assistants remind, check and report without being asked. Done carelessly, they repeat actions after restarts, act twice across servers, or spam the user.

What to build

Durable due-run store with reserve-then-run fence

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

What it takes, by kind of agent

  • Conversational assistantMust-have
  • CodingNot applicable
  • Deep researchNot applicable
  • Browser/GUINot applicable

What these levels mean

How well it is studied

Harnesses checked
17
Checked facts behind it
354

See the 354 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
  • Sub-agentsSettled practice

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

    • Assistant Optional
    • Coding Optional
    • Research Must-have
    • Browser Not applicable
  • 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
  • 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