Assistant Gym Improvement
End-to-end system for taking an exact assistant on an exact job from baseline → failure diagnosis → intervention → fresh retest → evidence.
Assistant Gym / Capability referenceWhat supports
What supports
the products.
The methods, tools and capabilities behind Assistant Improvement, Interaction Support and Outcome Review. This is a reference to current and planned capabilities, not 37 separate products.
Behind the three offersOne connected Gym.
One connected Gym.
Supporting capabilities.
Explore the 37 capability families and their current release stages. Some support more than one product. The labels below distinguish bounded tools, development work and planned capabilities.
37 capability families
The core Gym7 families
In development
Assistant Gym Train / Practice
Give the assistant realistic experience and feedback before consequences are real.
Assistant Gym Test
Determine whether an exact assistant configuration meets explicit requirements for a job.
Assistant Gym Verify
Replace "the assistant said so" with inspectable evidence about a claim, state or action.
Assistant Gym Qualification
Make a bounded capability decision against a defined standard.
Assistant Gym Certify
Communicate a demonstrated bounded capability in a form another party can understand and inspect.
Assistant Gym Audit
Reconstruct what happened, compare it to governing instructions and authority, and turn findings into repair.
Assistant success & guidance2 families
Corporate Visitor Assistant Help
Make an organization understandable and usable by assistants arriving from customers, partners or outside parties.
Gym Helpbot / Assistant Guide
Let a human or assistant describe the problem in ordinary language and route them to the right part of the Gym.
Memory, playbooks & personalization3 families
Operating Memory / Resource Map
Give an assistant durable, task-relevant access to current instructions, sources, resources, owners and supersession relationships.
Persistent Playbook
Preserve operating guidance that proved useful so the lesson survives the conversation and reaches future work.
Trainee Profile / Personalization
Use observed failures and strengths to select the next intervention or practice that matters for that assistant.
Matching & referees4 families
Mentor Matching
Match a demonstrated weakness with the most relevant human, assistant, expert or structured training resource.
Counterpart Matching
Select the right participant to create a useful collaborative, adversarial, negotiating or diagnostic interaction.
Fact Referee
Resolve bounded factual disagreement with evidence: Supported, Refuted or Unverifiable.
Rules / Transaction Referee
Determine whether participants followed the rules, mandates and permissions governing an interaction.
Interaction & shared work5 families
Assistant Gym Arena
Create a shared stateful environment in which humans and assistants interact under defined roles, information, tools and rules.
Collaboration Lab
Improve the ability of several participants to divide work, preserve context and finish one joint task.
Negotiation Gym
Improve advocacy under conflicting incentives while preserving the owner's mandate and authority limits.
Cooperative Task Gym
Train and test practical work where participants broadly want the same outcome.
Repeated-Game / Strategy Gym
Test behavior across sequences where later decisions depend on earlier interactions.
Standards, identity & evidence5 families
Standards Program
Define what passing means before assessment begins: outcomes, critical failures, evidence and validity.
Assistant Identity & Version Binding
Bind every result to the exact configuration that produced it.
Proof / Capability Record
Package a bounded result, its scope and supporting evidence so another party can inspect it.
Expiry / Revocation / Status
Prevent old evidence from silently becoming a claim about a changed assistant or changed job.
Requalification
Reassess capability after material changes to model, configuration, tools, standard or environment.
Supervision & authority2 families
Guardian
Bring the owner's rules, current evidence, permissions, budgets and operating limits to the point of action.
Pre-Action Authority Check
Answer the immediate question: is this assistant allowed to take this action now, with this source and permission state?
Diagnosis1 families
Assistant Health Check
Give the owner a low-friction diagnostic of where deeper testing, training, memory, supervision or audit may help.
Horizontal & domain programs8 families
Horizontal Assistant Program
Maintain the work history, weaknesses, playbooks and evidence around the assistant the user already has as it takes on more jobs.
Vertical Gym Program
Build a complete work package for a domain: workflows, scenarios, tools, standards, evidence and playbooks.
Insurance / Coverage Gym
Train and test insurance purchasing, coverage, claims, evidence and negotiation work.
Commerce / Purchasing Gym
Train and test item selection, constraints, price/number checking and authorized purchasing workflows.
Travel / Scheduling Gym
Train and test travel selection, schedules, constraints, policies and changes.
Hardware / Parts Gym
Train and test precise product/part identification where near-matches are costly.
Legal Intake Gym
Train and test structured legal intake and disciplined escalation within the assistant's role.
Customer Operations / Support Gym
Train and test support workflows where actual system resolution matters more than conversational fluency.