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This is the compact poster layer for fast recall. Each image keeps only the visual logic, while the detailed explanation stays in the note next to it.

Python, Week 8, file I/O and CSV flow

Python Week 8 file I/O and CSV pipeline
  • Use when the question is about reading, converting, and writing structured data.
  • Main traps: header mismatch, delimiter mismatch, and type conversion.

Maths I, Week 6, signed area and FTC

Maths I Week 6 signed area and FTC
  • Use when the question asks for an antiderivative or a definite integral.
  • Main trap: forgetting that area below the x-axis is negative.

English II, SOP and precis writing

English II SOP and precis checklist
  • Use when the task is short-form writing under a constraint.
  • Main trap: precis must preserve meaning, SOP must stay specific.

Python, Week 10, class vs instance state

Python Week 10 class versus instance state
  • Use when the question asks what belongs to the class and what belongs to the object.
  • Main trap: mutating shared state accidentally.

Python, Week 6, container choice

Python Week 6 container choice
  • Use when the question is really asking for the right data shape.
  • Main trap: choosing by habit instead of by structure.

Maths I, Week 8, matrix dimension logic

Maths I Week 8 matrix dimension logic
  • Use when matrix multiplication feels slippery or the shapes stop lining up.
  • Main trap: forgetting the inner dimensions must match.

English II, Week 1, rhetoric map

English II rhetoric map
  • Use when the figure of speech is a naming or meaning trap.
  • Main trap: metonymy vs synecdoche, and oxymoron vs paradox.

Practice Dock, hint ladder

Practice Dock hint ladder
  • Use when a question needs a gradual reveal instead of a full solution dump.
  • Main trap: asking for too much too soon and making the ladder noisy.
Document Outline
Table of Contents
System Normal // Awaiting Context

Intelligence Hub

Navigate the knowledge graph to generate context. The Hub adapts dynamically to surface backlinks, related notes, and metadata insights.

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