LearnAdapt | Pedagogical Intelligence

Welcome

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Use the quick links below to jump to your workspace.

Quick links

Use Role Switcher (admin only) to change personas when permitted.

Status

Wording: Template

Tutor mode: ES-LLMs

NLG API key: Unknown

Role Switcher (Admin)

Choose which UI surface to view. Only admins see this control.

Switching will take you to the relevant surface. Tutor mode and persona controls remain admin-only.

Learner Chat

Free-form chat with the tutor. Uses your current tutor mode and session context.

Context (optional)

Settings

General settings available to all users.

Wording: Template
Mode: ES-LLMs
NLG API key: Unknown
Logout:

Media consent (beta)

Enable camera/mic features for affect detection. Off by default; no raw media is stored.

Current: off

Admin: Config editor

Adjust key settings; changes save to backend config.yaml.

General

Phase ? Allow deep learning ? Use LLM ?

Tutor & mastery

Mastery threshold ? LinUCB enabled ? LinUCB alpha ?

Skill graph (JSON) ?

Hints & scaffold

Hint cap ? Hint after errors ? Scaffold hint cap ?

Scaffold bottom-out after ? Ethics: require attempt before hint ? Ethics: forbid bottom out ?

Ethics: max hints ? Feedback mastery praise ? Feedback low mastery warn ?

Feedback error streak warn ? Motivator bored threshold ? Motivator frustrated threshold ?

Motivator sustain steps ? Domain expert ? Domain expert model ?

Affect & policy

Affect enabled ? Affect frustrated streak ? Affect confused streak ?

Policy mode ?

NLG

NLG model ? NLG temperature ? NLG max tokens ?

NLG style ? Allow session summaries ?

Tutor mode

Choose how the tutor responds. Applies to all users.

ES-LLMs (Orchestrated Tutor) Direct LLM Baseline (No Orchestration) ES-LLMs

Assigned Problem Sets

Start or resume problem sets assigned to you.

Classes

Users

Session timeline

Wording: template

No steps yet. Submit an event to see orchestration decisions.

Config snapshot

Mastery threshold: –
Hint cap: –
Motivator: –
Ethics: –

Conversation

Tutor ready

Ready for your first question?

The tutor paces each question. Let them know when you're ready to continue.

Trace loader

Select trace JSONL / JSON

No trace loaded.

Show template vs LLM wording (if available)

Aggregate summary

Load a trace to view summary statistics.

Timeline

Explainability overlays (Exp 7a)

Logistic feature contributions will appear here after running the pipeline.

Top decile signals

Awaiting artefacts…

Bottom decile signals

Awaiting artefacts…

Sample predictions will be shown here.

Model variance (Exp 7b)

Model pair	\|prob gap\|	Label Δ
Awaiting metrics…

Disagreement samples will be listed here once metrics are loaded.

Filters

Skill Summary view

Calibration curve

Confusion matrix

Predicted vs actual outcomes
	Actual 1	Actual 0
Pred 1	–	–
Pred 0	–	–

Per-student metrics

Student	Count	BKT log-loss	PFA log-loss	BKT RMSE	PFA RMSE

Cohort smoothing (Exp 9b)

Awaiting metrics…

Hybrid penalty (Exp 9c)

Awaiting metrics…

Configure cohort

# Command will appear here. Run inside virtualenv for deterministic results.

Use the CLI to execute the command. Refresh summaries once complete.

Available summaries

No summaries yet. Run the simulation command to generate `.summary.json` files.

Summary preview

Select a summary to view aggregate statistics.

N/A Compliance not surfaced

LLM wording status

Template only

Thresholds & policies

Artefact inventory

Dataset & CI checklist

Dataset path: Unknown
Ensure CI green: make fmt lint test

Domain data readiness

English: awaiting summary
Professional: awaiting summary

Notebook gallery

Demo storyboard

Start with health check badges.
Step through a session; explain deterministic agents.
Toggle LLM wording to show phrasing-only behaviour.
Replay a trace to showcase hints and motivation.
Highlight population metrics & calibration accuracy.
Cite domain telemetry (Exp 10) when toggling English/Professional demos.
Close with compliance commitments & next steps.

Presentation tips

Lead with “No deep learning – classical BKT + rules.”
Keep template wording ready if network disabled.
Show artefacts (`artifacts/eval`, `artifacts/simulations`).
Invite questions on ethics & accessibility guardrails.

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