Beta Learner Loop Shell v0
A local learner-facing loop generated from the HF-backed runtime.
The Single Idea
The beta learner shell renders the local assessment, readiness, curriculum, sandbox preview, and practice-submit loop from the in-process API runtime. It proves the product surface can sit on the HF-processed mapping without starting a public server, accepting real learner data, or writing externally.
01
Runtime Snapshot
5/5loop steps ready
220GDPval tasks
907mapped SOC rows
821legacy signal rows
821SOC rows with legacy signals
Truelocal runtime
TrueHF in runtime
Trueexternal writes blocked
02
Source Chain
| Signal | Value |
|---|---|
| Downloaded files | 15 |
| Downloaded bytes | 186743670 |
| GDPval tasks | 220 |
| Mapped SOC rows | 907 |
| Legacy signal rows | 821 |
| SOC rows with legacy signals | 821 |
| Curriculum modules | 4 |
| Curriculum exercises | 4 |
| Curriculum rubrics | 4 |
| Curriculum HF refs | 7 |
| Sandbox HF URIs | 2 |
03
Learner Loop
| Screen | Runtime Surface | Status | Evidence |
|---|---|---|---|
| Assessment | POST /assess | ready | decision f8fe57b08cf9a0bc / module e187d100045bbbc2 |
| Readiness Snapshot | POST /curriculum | ready | operator start level 2 |
| Curriculum Path | POST /curriculum | ready | Use AI for first-pass drafts, summaries, and structured sales prep. / 3 workflow refs |
| Practice Sandbox | GET /workflow/{id}/sandbox | ready | scenario e25fdff7a3db8453 / 8 rubric items |
| Evaluation | POST /submit | ready | overall 1.0 / failed gates 0 |
04
Safety Boundary
Local only: public server started is False, real-user data allowed is False, external writes allowed is False, and the negative auth fixture returned 401.
Where to start
Use this shell as the first product-facing proof: it is not the beta app yet, but it shows the app can sit directly on the processed HF data engine.
Use this shell as the first product-facing proof: it is not the beta app yet, but it shows the app can sit directly on the processed HF data engine.