// signal.capture.infrastructure
Education finally has a memory layer.
Convert every evaluation into structured learning signals — governed, traceable, instantly actionable. Built as evaluation infrastructure, not a grading tool.
STUDENT RESPONSE
"The derivative of x² is 2x. The rate of change therefore..."
SIGNALS.CAPTURED
// FIELD.VALIDATION
A score survives. The learning doesn't.
what systems store
- ✓score: 47
- ✓status: "fail"
- ✓timestamp: 2024-03-15
- ✓completed: true
what gets lost
- ×Why the concept broke
- ×Which step went wrong
- ×How close they were to understanding
- ×What intervention would help
- ×Whether they'll struggle on the next topic
// evaluation.control.point
The signal is in the response. Not in the score.
One response. Two possible futures.
response.input
"The answer is 3/4 because you add the numerators..."
// without
6 / 10
// crazygoldfish
Score
6 / 10
Conceptual gap
adds numerators — fraction incomplete
Error pattern
3rd attempt, systematic
Signal captured
stored in learning memory
Evaluation → Signals → Memory
Control Point
Student responses enter a governed evaluation workflow.
Signal Capture
Responses are interpreted against rubrics to capture learning signals.
Signal Structuring
Concept gaps and patterns become structured learning signals.
Memory Layer
Signals are stored as persistent records — not just result sheets — so learning compounds over time.
// KS.PATCH · POST /api/v1/patch/create
{
"concept_impact": {
"primary_concept": "Differentiation",
"sub_concepts": ["Chain Rule", "Sign Convention"]
},
"performance_based_inference": {
"error_type": "Procedural Mistake",
"error_severity": "Moderate",
"inferred_mastery": "Needs Review",
"feedback": "Misses sign convention at step 3"
},
"confidence_score_estimation": {
"estimated_confidence": 52
},
"learning_action_trigger": {
"action_type": "Remedial"
}
}Built for systems. Not for tools.
built for
- ✓EdTech platforms at scale
- ✓Coaching and test-prep networks
- ✓LMS and ERP platform builders
- ✓Institutions and public programs
not for
- ×Individual teachers
- ×One-time assessment projects
- ×Manual grading workflows
Governed evaluation infrastructure — not a grading utility.
Every deployment model. One evaluation infrastructure.
Embed evaluation into your product loop
Ship adaptive feedback loops and continuous homework evaluation without rebuilding evaluation logic for every product cycle.
See EdTech Platforms →Scale evaluation without scaling headcount
Run high-volume mock evaluation at the cost of infrastructure, not a workforce. Governed review. Signal capture. Instant feedback.
See Coaching & Test-Prep Networks →Add evaluation as a native platform capability
Add evaluation as a native capability through APIs and pipeline integrations. Signal-level outputs that fit existing system architecture.
See LMS / ERP →Policy-aware evaluation at program scale
Deploy evaluation at program scale with policy-aware workflows, human-in-the-loop review, and full auditability.
See Institutions & Public Programs →// memory.layer.architecture
Education has never had a memory layer
Three infrastructure tiers. Built in sequence. Starting at evaluation.
LAYER 01 — EVALUATION INFRASTRUCTURE
Where learning signals are captured
Signal capture · Human-in-the-loop · 93% reliability (ICC)
LAYER 02 — LEARNING SIGNALS
Where raw evaluation becomes structured intelligence
Pattern detection · Student-level output · Rubric-aligned
OUTCOME — MEMORY LAYER FOR EDUCATION
Where education finally builds persistent learning memory
Institutional knowledge · Actionable intelligence · Up to 60% less evaluation time
From scores to signals. From signals to memory.
Build evaluation as infrastructure. Not as an afterthought.
Six live deployments. Human-in-the-loop. Production-ready evaluation infrastructure.