WandGx builds or understands the app
The app context manifest keeps workflows, roles, screens, and privacy labels visible so the app is understandable after launch.
WandGx is the AI app factory. SET is the living training layer. Together they help business apps teach the team how to use them, detect where people struggle, and keep the app, SOPs, quizzes, and lessons aligned as the business changes.
Early access beta scope: the local proof shows the WandGx to SET loop, published artifacts, and manual-review guardrails. Production hardening, customer-specific rollout, and any compliance certification stay separate.
Demo app
PainterQuote Pro
Workflow
quote-create
Role
estimator
Detected struggle
surface prep / pricing confusion
Fix type
training_gap with reviewable app guidance
SET artifacts
learning_path, quiz, sop, micro_lesson
The demo is intentionally concrete: one app, one workflow, one role, one struggle, one signed handoff, and four published SET artifact types mapped back into WandGx.
The app context manifest keeps workflows, roles, screens, and privacy labels visible so the app is understandable after launch.
Generated and hosted apps can report adoption patterns and workflow friction without sending raw customer field values or secrets.
Repeated estimator friction in quote-create becomes a reviewable insight tied to the exact workflow, role, and app surface.
The system creates a fix proposal and a signed SET training handoff instead of silently changing behavior or publishing training.
SET turns the handoff into approved learning artifacts for the estimator role: a path, quiz, SOP, and micro-lesson.
The Adaptive OS control view maps published artifacts back to the app, workflow, role, insight, and proposed fix.
Confidential, regulated, phi_possible, and cjis_possible labels remain manual-review only and are not auto-synced in the demo loop.
The value is the connection between software, adoption evidence, fixes, and training. Each part makes the others more useful.
Usually stop after generating or shipping the first version of the software.
Usually publish training separately from the live app workflow where people are struggling.
Keeps the app, adoption signal, fix proposal, training package, and review proof connected in one operating loop.
The customer should not feel like they bought two disconnected apps. WandGx is where the business app is built and managed. SET powers the training behind it. The link is the app workflow, role, and version, so training points back to the exact place the team is struggling.
The customer gets one company workspace, one WandGx workspace, and one linked SET training workspace. They do not manage two unrelated products.
The Adaptive OS Workspace Link stores the SET tenant, base URL, handoff endpoint, status endpoint, connection mode, health, sync state, and manual-review policy without storing raw secrets.
Each generated app is mapped to SET by tenant, app id, app version, workflow id, role id, handoffId, proposalId, trainingManifestId, artifactId, and artifact type.
Operators use WandGx as the command center, trainers open SET Adaptive Training, and team members use the app with training support tied to the workflow they are using.
Early access is for operators who want to demo the WandGx plus SET loop, choose one real workflow, and move through manual review before anything sensitive is synced. The first demo shows the app context, detected workflow struggle, reviewable fix proposal, SET handoff, published artifacts, and WandGx proof beside the workflow.
PainterQuote Pro gives the Adaptive Business OS loop a concrete business scenario. It is easier to trust because the page names the app, workflow, role, struggle, handoff, and published outputs.
App
PainterQuote Pro, a WandGx-built painting quote app
Workflow
quote-create
Role
estimator
Struggle
Estimators need clearer help with surface prep and pricing decisions while creating a quote.
WandGx output
A workflow-level struggle insight, a reviewable fix proposal, and a signed SET handoff.
SET output
learning_path, quiz, sop, and micro_lesson artifacts for the estimator role.
The Adaptive Business OS story is strongest when the guardrails are explicit. Local and private routing can demonstrate the loop without turning sensitive labels into automatic syncs.
WandGx does not stop at generating a business app. It keeps the app understandable, watches for privacy-safe signs of user struggle, proposes the right app or training fix, hands training work to SET for approval and publishing, then shows the resulting learning artifacts back beside the exact workflow where the struggle happened.
Use the public story to explain the promise, then open the admin proof page to show the live Adaptive OS loop, status, guardrails, and published SET artifacts when the demo smoke has produced them.