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L5 Tools and extensions

Config and routing

Reads settings from several places in one fixed, documented order, and sends each kind of job to the model chosen for it.

Settled practice

Why it matters

Without a clear order, nobody can tell which setting won. Without per-job routing, small chores like naming a chat run on the most expensive model and waste money on every turn.

What to build

One ranked resolver with declared merge rules

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
  • CodingMust-have
  • Deep researchMust-have
  • Browser/GUIMust-have

What these levels mean

How well it is studied

Harnesses checked
30
Checked facts behind it
318

See the 318 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.

See the evidence in the app

Also in L5 Tools and extensions

  • Code modeSettled practice

    Lets the model write one short program that calls many tools as functions inside a sandbox and returns only the final answer.

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

    Keeps a short list of skill names and descriptions in the prompt and loads a skill's full instructions only when the model asks for it.

    • Assistant Optional
    • Coding Recommended
    • Research Not applicable
    • Browser Not applicable
  • Planning toolsOpen problem

    Keeps a checked to-do list the agent cannot lose, and a look-only planning mode that needs the user's yes before any change.

    • Assistant Optional
    • Coding Must-have
    • Research Must-have
    • Browser Not applicable
  • MCP and authSettled practice

    Connects outside tool servers under their own names, loads their tool descriptions only when needed, and keeps their sign-in tokens away from the model and the logs.

    • Assistant Must-have
    • Coding Optional
    • Research Optional
    • Browser Optional
  • Self-improvementEmerging

    Let the agent write its own skills and memories only under a rule, with a change log and a way back.

    • Assistant Optional
    • Coding Optional
    • Research Optional
    • Browser Optional