Assistant Gym / For You

Make your assistant better.

Make better decisions. Take on more. Spend less time putting mistakes right. Start with the assistant you already use.

For you

Three ways to get more from your assistant.

Improve the assistant. Improve the interaction. Know what happened.

Improve

Assistant Improvement

Make your assistant more capable.

Give your assistant a better starting point. Improve the instructions, information and support it brings to the work.

Better help with your decisions, projects and recurring work.

Job briefs available. Practice through supported Beta clients; broader improvement tools in development.

Explore Assistant Improvement
Interact

Interaction Support

Work better with others.

Help your assistant communicate, coordinate and negotiate with people, businesses and other assistants.

Clearer requests, commitments and handoffs.

Handoff and organization briefs available. Connected coordination is in development.

Explore Interaction Support
Understand

Outcome Review

Know what actually happened.

Inspect a decision, see what changed and distinguish a claimed result from the evidence behind it.

Specific findings to take back to your assistant before relying on its work.

Bounded Alpha checks. Automated Handoff Check is in development.

Explore Outcome Review
Your first useful step

Start with the work.
Not another assistant.

Before the jobBrowser tool

Give your assistant a better brief.

State the goal, relevant information, limits and what finished should look like. Copy the brief into your existing assistant.

Build my job brief ↗
Before actingExisting tools

Check the decision or reply.

Use the existing Alpha tools to inspect a structured decision, compare changes or check a bill.

Choose an Alpha tool ↗

Keep your assistant

Change how it tackles the job.

Start with the job, not another model. What information is current? What can your assistant access? What must be checked before you act? The Gym is developing a way to make the job setup clear and inspect whether the result meets it. You stay in control of access and action.

Give it the right objective.

Define success, constraints and the mistakes that must not happen.

Give it the right setup.

Select the relevant facts, memory, tools and steps. Leave out what it does not need.

Know what happened.

See sources, outstanding questions and evidence of actual completion.

Explore a job setup

An invoice example

Reconcile shipment records, show the corrected amount, and stop before payment without your approval. The last requirement matters just as much as the arithmetic.

Concept demonstration. Try separately labeled Alpha tools where supported.

The starting point

Keep the assistant. Change what it can do.

Maybe your assistant is excellent at research but struggles with travel, a difficult negotiation or getting a complex assignment finished. Maybe it keeps forgetting something you've already explained.

Those are not necessarily model problems. They're often problems of context, configuration, available experience, tools, instructions and how the work is organized.

The assistant you already use

GPT. Claude. Gemini. Instinct. Muse. Qwen. Or your own.

People develop habits, context and trust around the assistants they choose. The Gym is designed to build on that investment, not require a platform switch.

ModelHarnessMemoryToolsIntentContext
Better outcomes start with a better operating setup.

Define the goal, find the right context and tools, set the workflow and check what actually happened.

See the outcome workbench ↗
A real-world warning

The message went to the wrong people.

A personal AI assistant can know what to say and still send it to the wrong audience. A reported 2026 incident involved private financial details sent to a workplace channel.

Better for you means preserving your intent and boundaries, not merely writing a better message.

Read the reported story ↗
PERSONAL ASSISTANT · REPORTED INCIDENT
Knowing the information isn't the same as knowing where it belongs.

Identity. Context. Permissions. Consequences.

Why improvement matters

Better for you. Not better on a leaderboard.

A successful assistant doesn't merely sound intelligent. It understands your intent, handles the work, and knows what to do when circumstances change.

01

Understand what you mean.

Preserve your objectives, preferences and boundaries beyond the literal wording of one request.

02

Handle more of your work.

Build competence in the actual jobs you delegate, communication, research, decisions, coordination and more.

03

Recover when things change.

Notice stale information, broken tools, changed instructions and unfinished work instead of declaring premature success.

An individual example

“Get me to London tomorrow morning.”

The goal isn't a search result or even a confirmed flight booking. The goal is getting you to the meeting within the constraints that matter.

What if the flight is cancelled, the meeting moves or the only replacement exceeds your spending authority? A useful assistant adapts without forgetting why you asked in the first place.

The real job
Preserve the intended outcomeKnow the current circumstancesWork within your authorityCoordinate the necessary systemsCheck what actually happened
How we are building it

One assistant. More useful work.

We start with the job you care about, find what gets in the way, make a deliberate improvement and establish whether the next result is actually better.

01

Bring

Your existing assistant and one real job.

02

Understand

Your intent, circumstances and assistant configuration.

03

Improve

Guidance, playbooks, tools, practice and targeted change.

04

Establish

Fresh-work results, evidence and the next useful improvement.

Start where the product exists

Explore the Gym's first tools.

Check a bill, compare changed replies, inspect a structured decision or explore a practice scenario. Use the result for what it actually establishes.

What we're working toward

A Gym you return to as your assistant takes on more work.

Not a one-time score. A continuous relationship around your chosen assistant, its context and the jobs you want it to accomplish.