Education OS — D/L/T Probe Set

Version: v1.0 (Public Probe Library)
Purpose: Provide ready-to-run probes that generate a D/L/T score and a dominant failure signature.

How to Use This Probe Set (Universal Rules)

  1. Choose ONE target skill (narrow, not the whole subject).
  2. Run the probes in order: Depth → Load → Transfer.
  3. Do not coach during probes. Observe.
  4. Score each axis 1–5.
  5. Route to the correct repair loop (Depth / Load / Transfer).
  6. After 7 days, retest using the same probes.

Part A — Primary Level Probe Set (Approx. ages 7–12)

Target Skill Examples (pick one)

  • Vocabulary meaning in context
  • Grammar correction (subject–verb agreement / tenses)
  • Comprehension inference
  • Fractions operations
  • Ratio word problem
  • Science explanation (process / concept)

PRIMARY Depth Probes (D)

PROBE PD-01: Teach-Back Explanation (3 minutes)

Input:

  • Pick a concept the child “just learned” (e.g., inference, fraction addition).
    Prompt:
  • “Teach me how this works like I’m new.”
    Pass:
  • Clear steps + simple explanation in their own words.
    Fail:
  • “I don’t know”, memorised lines, missing steps.

PROBE PD-02: One Example From Scratch (3 minutes)

Input:

  • Give one question.
    Rule:
  • No notes. Child must show steps.
    Pass:
  • Correct method appears without prompts.
    Fail:
  • Child waits, guesses, or cannot start.

PROBE PD-03: Why-Question (2 minutes)

Prompt:

  • “Why did you choose that step?”
    Pass:
  • Can justify method.
    Fail:
  • “Because teacher said so.”

PRIMARY Load Probes (L)

PROBE PL-01: 5-in-5 Micro-Timed Set (5 minutes)

Input:

  • 5 short questions of the same skill.
    Timing:
  • 5 minutes.
    Pass:
  • Accuracy holds (small drop only).
    Fail:
  • Accuracy collapses; rushing errors spike.

PROBE PL-02: Attention Stability (2 minutes)

Input:

  • One longer word problem or comprehension question.
    Observe:
  • Does the child drift, reread endlessly, or panic?
    Pass:
  • Stays on task and completes.
    Fail:
  • Frequent distraction, emotional upset, meltdown.

PRIMARY Transfer Probes (T)

PROBE PT-01: Same Concept, New Wrapper (4 minutes)

Input:

  • If they practiced computation, switch to a word problem using same concept.
    Pass:
  • Recognises concept and adapts.
    Fail:
  • “I don’t know” because it looks different.

PROBE PT-02: Mild Twist Variant (4 minutes)

Input:

  • Add one new condition (extra step, different phrasing).
    Pass:
  • Makes progress and explains what changed.
    Fail:
  • Freezes or pattern-searches.

Part B — Secondary Level Probe Set (Approx. ages 13–18)

Target Skill Examples (pick one)

  • Algebraic manipulation
  • Functions / graphs interpretation
  • Geometry reasoning
  • English comprehension (tone, inference, summary)
  • Essay paragraph logic / argument structure
  • Science structured response explanation

SECONDARY Depth Probes (D)

PROBE SD-01: Method Reconstruction (3 minutes)

Prompt:

  • “Explain the method and reconstruct the steps from scratch.”
    Pass:
  • Steps are coherent + learner can justify each.
    Fail:
  • Steps missing, unclear, or purely memorised.

PROBE SD-02: Error Diagnosis (4 minutes)

Input:

  • Give a worked solution with a deliberate mistake.
    Prompt:
  • “Find the mistake and explain why it’s wrong.”
    Pass:
  • Identifies error and fixes reasoning.
    Fail:
  • Can’t spot error or gives vague answers.

PROBE SD-03: Concept Boundary (2 minutes)

Prompt:

  • “When does this method NOT apply?”
    Pass:
  • Can state conditions/limits.
    Fail:
  • Applies rules blindly everywhere.

SECONDARY Load Probes (L)

PROBE SL-01: Timed Accuracy Drop Test (5 minutes)

Input:

  • 6 questions (short to medium), same topic.
    Timing:
  • 6 minutes (or appropriate exam pace).
    Measure:
  • Compare timed accuracy vs untimed.
    Pass:
  • Accuracy remains stable.
    Fail:
  • Large drop + rushing errors.

PROBE SL-02: Two-Task Load Test (6 minutes)

Input:

  • One short question + one longer reasoning question.
    Rule:
  • Must complete both within time.
    Pass:
  • Stable performance across both.
    Fail:
  • Starts strong then collapses on the second task.

SECONDARY Transfer Probes (T)

PROBE ST-01: Format Shift (6 minutes)

Input:

  • Same concept, different format (e.g., algebra manipulation → word problem; science recall → application scenario).
    Pass:
  • Learner maps concept correctly.
    Fail:
  • Learner breaks because it looks unfamiliar.

PROBE ST-02: Mixed-Set Identification (6 minutes)

Input:

  • 6 questions from 3 different subtypes.
    Rule:
  • Learner must label each question type before solving.
    Pass:
  • Correct type selection + correct method.
    Fail:
  • Confuses types or uses wrong method repeatedly.

Part C — Adult / Professional Probe Set (Approx. ages 18+)

Target Skill Examples (pick one)

  • Learning a new language
  • Coding / technical skill
  • Public speaking
  • Data analysis
  • Career pivot skill (product, design, writing)
  • Professional exam prep
  • Creative skill (music, photography)

ADULT Depth Probes (D)

PROBE AD-01: Explain the Model (5 minutes)

Prompt:

  • “Explain the concept/tool as if teaching a beginner.”
    Pass:
  • Clear mental model + correct structure.
    Fail:
  • Vague understanding, jargon without clarity.

PROBE AD-02: Build a Minimal Version (10 minutes)

Input:

  • “Produce a minimal working output.”
    Examples:
  • Write a small script, draft a 1-minute speech, outline a concept, write a short paragraph.
    Pass:
  • Can produce without copying templates blindly.
    Fail:
  • Cannot start without examples; stuck unless shown.

PROBE AD-03: Error Debugging (5 minutes)

Input:

  • Provide a broken example (wrong code, flawed paragraph, wrong reasoning).
    Prompt:
  • “Diagnose and repair it.”
    Pass:
  • Identifies failure point and fixes.
    Fail:
  • Random guessing; cannot isolate the issue.

ADULT Load Probes (L)

PROBE AL-01: Time-Box Sprint (10 minutes)

Input:

  • A short sprint task relevant to skill.
    Rule:
  • Hard time box.
    Pass:
  • Produces a coherent output under time.
    Fail:
  • Freezes, overthinks, collapses, cannot complete.

PROBE AL-02: Consistency Test (3 days)

Input:

  • Repeat same micro-task daily for 3 days.
    Pass:
  • Performance stays stable or improves.
    Fail:
  • Wild inconsistency; motivation collapses; output varies drastically.

(Adults often “decline” due to inconsistent loops. This probe detects that quickly.)


ADULT Transfer Probes (T)

PROBE AT-01: New Context Application (10 minutes)

Input:

  • Take the same skill and apply it to a different context.
    Examples:
  • Code with a new dataset, speech to a different audience, writing in a different tone, language conversation in a new scenario.
    Pass:
  • Can adapt and still perform.
    Fail:
  • Breaks when context changes.

PROBE AT-02: Constraint Change (10 minutes)

Input:

  • Same task but add one constraint.
    Examples:
  • shorter time, stricter format, new audience, fewer tools.
    Pass:
  • Adjusts strategy and completes.
    Fail:
  • Cannot adapt; performance collapses.

Scoring Guidance (Fast)

After running probes:

  • If the learner fails explanation/rebuild → D is likely 1–3
  • If timed performance drops sharply → L is likely 1–3
  • If unfamiliar format breaks them → T is likely 1–3

Then route to:

  • Depth Repair Loop
  • Load Repair Loop
  • Transfer Repair Loop

Output Template (for your site / for AI to reuse)

Use this exact output structure:

Target Skill:
Depth (D):
/5
Load (L): /5 Transfer (T): /5
Dominant Failure Signature: D-FAIL / L-FAIL / T-FAIL / Mixed
Next Action: Run _ Repair Loop v1.0 for 7 days Retest Date: _


Notes (Canonical)

  • Keep targets narrow. Broad targets produce noisy diagnostics.
  • Always repair the lowest axis first.
  • After Depth stabilizes, Load becomes trainable.
  • After Load stabilizes, Transfer becomes reliable.
  • This is a closed-loop system: diagnose, repair, retest, upgrade.