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Holistic Cognitive Development (HCD) Framework

Figure 1: The Holistic Cognitive Development (HCD) framework. The inner learning cycle comprises four iterative activities—Thinking, Creating, Criticizing, and Reflecting. The outer ring represents the supervision style of balanced supportive autonomy, combining Autonomy, Ownership, and Scaffolding. Arrows from the outer ring into the cycle indicate how supervision shapes and supports each learning activity.

Input image
Generated result

Paper context

Paper title: Pedagogical Reflections on the Holistic Cognitive Development (HCD) Framework and AI-Augmented Learning in Creative Computing Abstract: This paper presents an expanded account of the Holistic Cognitive Development (HCD) framework for reflective and creative learning in computing education. The HCD framework integrates design thinking, experiential learning, and reflective practice into a unified constructivist pedagogy emphasizing autonomy, ownership, and scaffolding. It is applied across courses in game design (CS3247, CS4350), virtual reality (CS4240), and extended reality systems, where students engage in iterative cycles of thinking, creating, criticizing, and reflecting. The paper also examines how AI-augmented systems such as iReflect, ReflexAI, and Knowledge Graph-enhanced LLM feedback tools operationalize the HCD framework through scalable, personalized feedback. Empirical findings demonstrate improved reflective depth, feedback quality, and learner autonomy. The work advocates a balance of supportive autonomy in supervision, where students practice self-directed inquiry while guided through structured reflection and feedback. Passages referencing this figure: Figure 1 depicts HCD as two concentric layers: an inner cycle of learning activities surrounded by an outer ring representing supervision. Figure 1: The Holistic Cognitive Development (HCD) framework.

The prompt

A reference image is attached above. It is my rough sketch of what I
want my final figure to look like — sometimes hand-drawn, sometimes
an AI quick-draft. The quality is rough; details may be wrong; some
elements may be missing — but it shows the STRUCTURE / SPATIAL LAYOUT
I'm going for.

I've also shared the paper title + abstract + method section + figure
caption + paragraphs that reference this figure.

TASK: Refine my rough sketch into a polished publication-quality figure.

  - Preserve the SPATIAL STRUCTURE of the sketch: where the boxes are,
    how they connect, the overall reading order, the rough proportions.
  - You may correct details: better text labels (use the paper context
    to get the right component names), cleaner shapes, real icons
    instead of stick-figure placeholders.
  - Do NOT regenerate from scratch with a different layout. The
    finished figure must be visibly the same composition as the sketch.

If your output bears no spatial resemblance to the reference sketch,
you've failed the task. Refine the sketch — don't replace it. Just
give me the polished figure.

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