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Active Recall Session: Prompt Engineering — Prompt brittleness under schema changes #176

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Learning Objective

“What do I currently believe, and how could that belief be wrong?”

Bucket: Prompt Engineering
Focus: Prompt brittleness under schema changes
Date: 2026-01-10

(What system, concept, or failure surface am I reconstructing from memory?)


Active Recall (NO NOTES)

1. Definition + Boundary

X is _; it is not _.


2. Failure Statement

The system fails when _ because _.


3. Mental Model

(Text diagram or Mermaid showing components, data flow, uncertainty, feedback)


4. Mechanism (Causal Chain)

(Write 3–5 linked causal statements explaining why this works)


5. Constraints & Trade-offs

  • Constraint 1:
  • Constraint 2:
  • Constraint 3:

Chosen trade-off and justification:


6. Transfer Test

(How would this idea change in another domain or system?)


Self-Assessment (Rubric)

Dimension Score (0–4) Notes
Conceptual Clarity
Mental Model Integrity
Causal Understanding
Failure Awareness
Trade-off Judgment
Transfer Ability
Calibration & Honesty

Initial Confidence (0–100%): __


Falsification Plan

(One experiment or eval that could prove me wrong)


Carry-Forward Insight

(One sentence for Future Me)


Delayed Recall (Fill Later)

  • What did I forget?
  • What was oversimplified?
  • What was wrong?

Completion Checklist

  • Explained aloud without notes
  • Identified ≥1 real failure mode
  • Made a falsifiable claim
  • Scored honestly

Confidence Delta Reflection (Fill After Review)

  • Initial confidence:
  • Reviewer signal (over / under / calibrated):
  • My assessment:
  • What I will adjust next time:

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