RESEARCH
Field validation, case studies, and playbooks from the evaluation infrastructure layer — built for the teams that run assessment at scale.
CrazyGoldFish
CASE STUDY
Can AI evaluate handwriting in rural India? An Educate Girls case study
Handwritten evaluation · Offline-first · Field validation
CASE STUDY
AI-assisted evaluation in a government school — APMS Srikakulam Validation (93% ICC)
93% ICC reliability · 95.8% OCR · 60% time reduction
CONCEPTS
CONCEPT
Three-tier evaluation architecture
Production, audit, and adjudication — with the teacher as final authority
CONCEPT
Learning signals
What evaluation captures before it becomes a score
CONCEPT
Reliability vs accuracy: the number that actually matters
Why evaluation infrastructure is built on reliability, not just accuracy
CONCEPT
Audit pipeline
Continuous evaluation audit: sampling, drift detection, and escalation
CONCEPT
MDKG — the state layer above the catalogue
Structured knowledge graph for curriculum alignment and governance
Coming soon
CONCEPT
Transparency protocol
Open evaluation audit trails and confidence reporting
Coming soon
ALSO AVAILABLE