Subject fundamentals / expert review
Subject expert curriculum review
Reviewers inspect concept objectives, prerequisites, misconceptions, rubrics, remediation, extension and progression links, then attach an accepted launch pack before production trust claims.
needs accepted evidence
0 counted
0 submitted accepted
Next action
Prepare the subject expert curriculum review workspace or pack, then create a validation record with reviewer, scope, outcome, risk and evidence links.
Handoff checklist
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ready
Workspace linked: A workspace is available for preparing this evidence pack.
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ready
Evidence pack linked: A JSON or workspace pack route is available for reviewer handoff.
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ready
Work order linked: A reviewer-facing work order or runbook is available for handoff.
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ready
Campaign linked: A campaign or recruitment pack is available for coordinating the gate.
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ready
Review brief linked: A reviewer-facing brief is available with scope, evidence links, guardrails and import controls.
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ready
Return template linked: A reviewer-return JSON template is available for this gate.
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ready
Registry/import route linked: A validation registry route is available for drafting records and importing returned decisions.
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open
Validation record created: Create or draft a validation record for this gate.
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open
External decision submitted: An accountable reviewer still needs to accept, return or reject the evidence.
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open
Gate-counting acceptance: No accepted record currently satisfies this gate's guardrails.
Validation record: Record reviewed stage and subject scope with reviewer role, evidence links, outcome summary, risk summary, review handoff and external or real-world attestation.
Useful commands
python manage.py audit_curriculum --json
Beta Definition of Done
20 to 50 real learner beta
Study leads enrol real learner profiles, track consent, diagnostics, lessons, post-tests, retention checks and unresolved risks.
needs accepted evidence
0 counted
0 submitted accepted
Next action
Prepare the 20 to 50 real learner beta workspace or pack, then create a validation record with reviewer, scope, outcome, risk and evidence links.
Handoff checklist
-
ready
Workspace linked: A workspace is available for preparing this evidence pack.
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ready
Evidence pack linked: A JSON or workspace pack route is available for reviewer handoff.
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ready
Study runbook linked: A reviewer-facing work order or runbook is available for handoff.
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ready
Recruitment linked: A campaign or recruitment pack is available for coordinating the gate.
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ready
Review brief linked: A reviewer-facing brief is available with scope, evidence links, guardrails and import controls.
-
ready
Return template linked: A reviewer-return JSON template is available for this gate.
-
ready
Registry/import route linked: A validation registry route is available for drafting records and importing returned decisions.
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open
Validation record created: Create or draft a validation record for this gate.
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open
External decision submitted: An accountable reviewer still needs to accept, return or reject the evidence.
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open
Gate-counting acceptance: No accepted record currently satisfies this gate's guardrails.
Validation record: Accepted evidence needs 20 to 50 real learners plus stage scope, subject scope, outcome evidence and risk summary.
Learner model / comprehension measurement / mastery thresholds
Psychometric and assessment calibration
Reviewers inspect dimension coverage, score-confidence alignment, scaffold dependence, unsupported rates and low-sample warnings.
needs accepted evidence
0 counted
0 submitted accepted
Next action
Prepare the psychometric and assessment calibration workspace or pack, then create a validation record with reviewer, scope, outcome, risk and evidence links.
Handoff checklist
-
ready
Workspace linked: A workspace is available for preparing this evidence pack.
-
ready
Evidence pack linked: A JSON or workspace pack route is available for reviewer handoff.
-
ready
Review brief linked: A reviewer-facing brief is available with scope, evidence links, guardrails and import controls.
-
ready
Return template linked: A reviewer-return JSON template is available for this gate.
-
ready
Registry/import route linked: A validation registry route is available for drafting records and importing returned decisions.
-
open
Validation record created: Create or draft a validation record for this gate.
-
open
External decision submitted: An accountable reviewer still needs to accept, return or reject the evidence.
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open
Gate-counting acceptance: No accepted record currently satisfies this gate's guardrails.
Validation record: Accepted evidence needs an external reviewer role, traceable reference, outcome summary and risk summary.
Can we prove comprehension improved?
Retained-learning outcome study
Study leads inspect anonymized baseline, post-test and retention evidence chains with gain and retention metrics.
needs accepted evidence
0 counted
0 submitted accepted
Next action
Prepare the retained-learning outcome study workspace or pack, then create a validation record with reviewer, scope, outcome, risk and evidence links.
Handoff checklist
-
ready
Workspace linked: A workspace is available for preparing this evidence pack.
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ready
Evidence pack linked: A JSON or workspace pack route is available for reviewer handoff.
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ready
Work order linked: A reviewer-facing work order or runbook is available for handoff.
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ready
Study campaign linked: A campaign or recruitment pack is available for coordinating the gate.
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ready
Review brief linked: A reviewer-facing brief is available with scope, evidence links, guardrails and import controls.
-
ready
Return template linked: A reviewer-return JSON template is available for this gate.
-
ready
Registry/import route linked: A validation registry route is available for drafting records and importing returned decisions.
-
open
Validation record created: Create or draft a validation record for this gate.
-
open
External decision submitted: An accountable reviewer still needs to accept, return or reject the evidence.
-
open
Gate-counting acceptance: No accepted record currently satisfies this gate's guardrails.
Validation record: Accepted evidence needs the configured minimum real learner count, stage scope, subject scope, outcome summary, risk summary and traceable study reference.
Production safety and child protection
Safeguarding review
Reviewers inspect guardian acknowledgement coverage, safety redaction, high-risk event handling and open review counts.
needs accepted evidence
0 counted
0 submitted accepted
Next action
Prepare the safeguarding review workspace or pack, then create a validation record with reviewer, scope, outcome, risk and evidence links.
Handoff checklist
-
ready
Workspace linked: A workspace is available for preparing this evidence pack.
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ready
Evidence pack linked: A JSON or workspace pack route is available for reviewer handoff.
-
ready
Work order linked: A reviewer-facing work order or runbook is available for handoff.
-
ready
Sign-off campaign linked: A campaign or recruitment pack is available for coordinating the gate.
-
ready
Review brief linked: A reviewer-facing brief is available with scope, evidence links, guardrails and import controls.
-
ready
Return template linked: A reviewer-return JSON template is available for this gate.
-
ready
Registry/import route linked: A validation registry route is available for drafting records and importing returned decisions.
-
open
Validation record created: Create or draft a validation record for this gate.
-
open
External decision submitted: An accountable reviewer still needs to accept, return or reject the evidence.
-
open
Gate-counting acceptance: No accepted record currently satisfies this gate's guardrails.
Validation record: Accepted evidence needs external safeguarding reviewer role, evidence reference, outcome summary, risk summary, handoff readiness and external or real-world attestation.
Useful commands
python manage.py run_safety_privacy_rehearsal --json --fail-on-error
Privacy, child-safety and learner data rights
Legal and privacy review
Reviewers inspect export/delete controls, guardian acknowledgement, adult access auditability and minimized safety records.
needs accepted evidence
0 counted
0 submitted accepted
Next action
Prepare the legal and privacy review workspace or pack, then create a validation record with reviewer, scope, outcome, risk and evidence links.
Handoff checklist
-
ready
Workspace linked: A workspace is available for preparing this evidence pack.
-
ready
Evidence pack linked: A JSON or workspace pack route is available for reviewer handoff.
-
ready
Work order linked: A reviewer-facing work order or runbook is available for handoff.
-
ready
Sign-off campaign linked: A campaign or recruitment pack is available for coordinating the gate.
-
ready
Review brief linked: A reviewer-facing brief is available with scope, evidence links, guardrails and import controls.
-
ready
Return template linked: A reviewer-return JSON template is available for this gate.
-
ready
Registry/import route linked: A validation registry route is available for drafting records and importing returned decisions.
-
open
Validation record created: Create or draft a validation record for this gate.
-
open
External decision submitted: An accountable reviewer still needs to accept, return or reject the evidence.
-
open
Gate-counting acceptance: No accepted record currently satisfies this gate's guardrails.
Validation record: Accepted evidence needs legal/privacy reviewer role, traceable reference, outcome summary, risk summary, handoff readiness and external or real-world attestation.
Useful commands
python manage.py run_safety_privacy_rehearsal --json --fail-on-error
Errors, backups, restore, smoke and load reliability
Production operations evidence
Operators inspect backup, restore drill, smoke check, load check and open operational error evidence.
needs accepted evidence
0 counted
0 submitted accepted
Next action
Prepare the production operations evidence workspace or pack, then create a validation record with reviewer, scope, outcome, risk and evidence links.
Handoff checklist
-
ready
Workspace linked: A workspace is available for preparing this evidence pack.
-
ready
Evidence pack linked: A JSON or workspace pack route is available for reviewer handoff.
-
ready
Work order linked: A reviewer-facing work order or runbook is available for handoff.
-
ready
Sign-off campaign linked: A campaign or recruitment pack is available for coordinating the gate.
-
ready
Review brief linked: A reviewer-facing brief is available with scope, evidence links, guardrails and import controls.
-
ready
Return template linked: A reviewer-return JSON template is available for this gate.
-
ready
Registry/import route linked: A validation registry route is available for drafting records and importing returned decisions.
-
open
Validation record created: Create or draft a validation record for this gate.
-
open
External decision submitted: An accountable reviewer still needs to accept, return or reject the evidence.
-
open
Gate-counting acceptance: No accepted record currently satisfies this gate's guardrails.
Validation record: Accepted evidence needs production-operations owner role, evidence reference, outcome summary and risk summary.
Useful commands
python manage.py backup_learning_data --json
python manage.py verify_backup_restore --json --fail-on-error
python manage.py run_production_smoke --json --fail-on-error
python manage.py run_learning_load_check --json
python manage.py run_production_preflight --json --fail-on-error
python manage.py run_operations_rehearsal --json --fail-on-error