Fieldnotes. Journal

Fieldnotes / The lookbook

Ideas, in motion.

Every slide deck from the research collection, cut into a short showcase. Scroll to play, tap to pause, or step through at your own pace.

35 decks / 280 slides

Each showcase presents up to the first eight slides of a deck from Professor Amandeep Sidhu’s research collection, shown with the ZettaCognition mark. Slides that discuss policy, regulation or registration are research visuals, not official guidance. Original Drive files remain private.

AI & infrastructure

01 / 9 decks

Cognitive Blueprint for AI in Education — PISA 2025

Reel 01

Original research slides: numerical PISA claims and causal statements are not independently verified here. Read the linked story for source qualifications.

Cognitive Blueprint for AI in Education — PISA 2025, slide 1 of 8

Cognitive Blueprint for AI in Education — PISA 2025, slide 2 of 8

Cognitive Blueprint for AI in Education — PISA 2025, slide 3 of 8

Cognitive Blueprint for AI in Education — PISA 2025, slide 4 of 8

Cognitive Blueprint for AI in Education — PISA 2025, slide 5 of 8

Cognitive Blueprint for AI in Education — PISA 2025, slide 6 of 8

Cognitive Blueprint for AI in Education — PISA 2025, slide 7 of 8

Cognitive Blueprint for AI in Education — PISA 2025, slide 8 of 8

01 / 08When AI answers, who is learning?

Read the story: When AI answers, who is learning?

The Glass Box AI Blueprint

Reel 02

The Glass Box AI Blueprint, slide 1 of 8

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The Glass Box AI Blueprint, slide 8 of 8

01 / 08The glass-box mandate: make AI answerable

Read the story: The glass-box mandate: make AI answerable

The Trust Dividend: Architecting Verifiable AI Safety

Reel 03

The Trust Dividend: Architecting Verifiable AI Safety, slide 1 of 8

The Trust Dividend: Architecting Verifiable AI Safety, slide 2 of 8

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The Trust Dividend: Architecting Verifiable AI Safety, slide 5 of 8

The Trust Dividend: Architecting Verifiable AI Safety, slide 6 of 8

The Trust Dividend: Architecting Verifiable AI Safety, slide 7 of 8

The Trust Dividend: Architecting Verifiable AI Safety, slide 8 of 8

01 / 08The trust dividend of AI safety

Read the story: The trust dividend of AI safety

AI Trading Governance Architecture

Reel 04

AI Trading Governance Architecture, slide 1 of 8

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AI Trading Governance Architecture, slide 5 of 8

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AI Trading Governance Architecture, slide 7 of 8

AI Trading Governance Architecture, slide 8 of 8

01 / 08Governance has to move at machine speed

Read the story: Governance has to move at machine speed

Architecting Institutional AI

Reel 05

Architecting Institutional AI, slide 1 of 8

Architecting Institutional AI, slide 2 of 8

Architecting Institutional AI, slide 3 of 8

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Architecting Institutional AI, slide 7 of 8

Architecting Institutional AI, slide 8 of 8

01 / 08A university beyond the AI sandbox

Read the story: A university beyond the AI sandbox

GenAI Governance Blueprint

Reel 06

GenAI Governance Blueprint, slide 1 of 8

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GenAI Governance Blueprint, slide 8 of 8

01 / 08Governance has to move at machine speed

Read the story: Governance has to move at machine speed

National AI Infrastructure Standards

Reel 07

National AI Infrastructure Standards, slide 1 of 8

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National AI Infrastructure Standards, slide 8 of 8

01 / 08The real cost of AI is not in the cloud

Read the story: The real cost of AI is not in the cloud

The AI University Blueprint

Reel 08

The AI University Blueprint, slide 1 of 8

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01 / 08The AI university needs a human purpose

Read the story: The AI university needs a human purpose

The Agentic Blueprint

Reel 09

The Agentic Blueprint, slide 1 of 8

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The Agentic Blueprint, slide 7 of 8

The Agentic Blueprint, slide 8 of 8

01 / 08The cloud choice is a governance choice

Read the story: The cloud choice is a governance choice

Tertiary futures

02 / 11 decks

Recalibrating International Student Mobility

Reel 10

Original research slides: country statistics, financial requirements and policy labels are not independently verified here. This eight-slide excerpt is commentary, not immigration advice; read the linked story and current official sources.

Recalibrating International Student Mobility, slide 1 of 8

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Recalibrating International Student Mobility, slide 8 of 8

01 / 08International students need more than a visa

Read the story: International students need more than a visa

Agile Curriculum Governance

Reel 11

Agile Curriculum Governance, slide 1 of 8

Agile Curriculum Governance, slide 2 of 8

Agile Curriculum Governance, slide 3 of 8

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Agile Curriculum Governance, slide 7 of 8

Agile Curriculum Governance, slide 8 of 8

01 / 08When curriculum expires faster than a degree

Read the story: When curriculum expires faster than a degree

Assessment Equilibrium

Reel 12

Assessment Equilibrium, slide 1 of 8

Assessment Equilibrium, slide 2 of 8

Assessment Equilibrium, slide 3 of 8

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Assessment Equilibrium, slide 8 of 8

01 / 08Two lanes for assessment

Read the story: Two lanes for assessment

Australia's Unified Tertiary Blueprint

Reel 13

Australia's Unified Tertiary Blueprint, slide 1 of 8

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Australia's Unified Tertiary Blueprint, slide 8 of 8

01 / 08Who steers the tertiary future?

Read the story: Who steers the tertiary future?

Automated Institutional Self Assurance

Reel 14

Automated Institutional Self Assurance, slide 1 of 8

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Automated Institutional Self Assurance, slide 8 of 8

01 / 08Quality assurance that sees today

Read the story: Quality assurance that sees today

Beyond AI Detection

Reel 15

Beyond AI Detection, slide 1 of 8

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Beyond AI Detection, slide 8 of 8

01 / 08After the AI detector

Read the story: After the AI detector

HESF 2026 Strategic Blueprint

Reel 16

HESF 2026 Strategic Blueprint, slide 1 of 8

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HESF 2026 Strategic Blueprint, slide 8 of 8

01 / 08Quality assurance that sees today

Read the story: Quality assurance that sees today

Integrity Architecture 2026

Reel 17

Integrity Architecture 2026, slide 1 of 8

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Integrity Architecture 2026, slide 8 of 8

01 / 08After the AI detector

Read the story: After the AI detector

Next Gen Tertiary Blueprint

Reel 18

Next Gen Tertiary Blueprint, slide 1 of 8

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01 / 08Access and excellence belong together

Read the story: Access and excellence belong together

Operationalizing the 2026 TEQSA Mandate

Reel 19

Operationalizing the 2026 TEQSA Mandate, slide 1 of 8

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Operationalizing the 2026 TEQSA Mandate, slide 8 of 8

01 / 08Quality assurance that sees today

Read the story: Quality assurance that sees today

Unified Tertiary Ecosystem Blueprint

Reel 20

Unified Tertiary Ecosystem Blueprint, slide 1 of 8

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Unified Tertiary Ecosystem Blueprint, slide 8 of 8

01 / 08Regional students need more than a place

Read the story: Regional students need more than a place

Health & care

03 / 5 decks

AI Health Regulatory Blueprint

Reel 21

AI Health Regulatory Blueprint, slide 1 of 8

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AI Health Regulatory Blueprint, slide 8 of 8

01 / 08Governance has to move at machine speed

Read the story: Governance has to move at machine speed

Regional Health Structural Blueprint

Reel 22

Regional Health Structural Blueprint, slide 1 of 8

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Regional Health Structural Blueprint, slide 8 of 8

01 / 08Rural health needs more than an algorithm

Read the story: Rural health needs more than an algorithm

Rural Health 4.0 Blueprint

Reel 23

Rural Health 4.0 Blueprint, slide 1 of 8

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Rural Health 4.0 Blueprint, slide 8 of 8

01 / 08Rural health needs more than an algorithm

Read the story: Rural health needs more than an algorithm

The Human Blueprint

Reel 24

The Human Blueprint, slide 1 of 8

The Human Blueprint, slide 2 of 8

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The Human Blueprint, slide 8 of 8

01 / 08The human work of aged-care AI

Read the story: The human work of aged-care AI

The Sociotechnical Aged Care Blueprint

Reel 25

The Sociotechnical Aged Care Blueprint, slide 1 of 8

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The Sociotechnical Aged Care Blueprint, slide 8 of 8

01 / 08The human work of aged-care AI

Read the story: The human work of aged-care AI

Nursing pathways

04 / 6 decks

Australian Nursing Shortages

Reel 26

Australian Nursing Shortages, slide 1 of 8

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Australian Nursing Shortages, slide 8 of 8

01 / 08Care without the rescue narrative

Read the story: Care without the rescue narrative

Australian RN OSCE Tactical Blueprint

Reel 27

Australian RN OSCE Tactical Blueprint, slide 1 of 8

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Australian RN OSCE Tactical Blueprint, slide 8 of 8

01 / 08Clinical learning, beyond the classroom

Read the story: Clinical learning, beyond the classroom

Clinical English Blueprint

Reel 28

Clinical English Blueprint, slide 1 of 8

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Clinical English Blueprint, slide 8 of 8

01 / 08Clinical learning, beyond the classroom

Read the story: Clinical learning, beyond the classroom

Clinical Registration Strategy

Reel 29

Clinical Registration Strategy, slide 1 of 8

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Clinical Registration Strategy, slide 8 of 8

01 / 08Care without the rescue narrative

Read the story: Care without the rescue narrative

Digital Anatomy

Reel 30

Digital Anatomy, slide 1 of 8

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Digital Anatomy, slide 8 of 8

01 / 08Whose knowledge trains the future?

Read the story: Whose knowledge trains the future?

NCLEX RN Clinical Blueprint

Reel 31

NCLEX RN Clinical Blueprint, slide 1 of 8

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NCLEX RN Clinical Blueprint, slide 8 of 8

01 / 08Clinical learning, beyond the classroom

Read the story: Clinical learning, beyond the classroom

Skills & work

05 / 4 decks

The Symbiotic Blueprint: Human-Machine Symbiosis

Reel 32

The Symbiotic Blueprint: Human-Machine Symbiosis, slide 1 of 8

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The Symbiotic Blueprint: Human-Machine Symbiosis, slide 8 of 8

01 / 08Automate or augment? The human-machine choice

Read the story: Automate or augment? The human-machine choice

Architecting Australia's Skills Economy

Reel 33

Architecting Australia's Skills Economy, slide 1 of 8

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Architecting Australia's Skills Economy, slide 7 of 8

Architecting Australia's Skills Economy, slide 8 of 8

01 / 08The missing bridge between skills and jobs

Read the story: The missing bridge between skills and jobs

Australian Workforce Mobility Strategy

Reel 34

Australian Workforce Mobility Strategy, slide 1 of 8

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Australian Workforce Mobility Strategy, slide 6 of 8

Australian Workforce Mobility Strategy, slide 7 of 8

Australian Workforce Mobility Strategy, slide 8 of 8

01 / 08Credit for what you already know

Read the story: Credit for what you already know

The Great Reset Playbook

Reel 35

The Great Reset Playbook, slide 1 of 8

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The Great Reset Playbook, slide 7 of 8

The Great Reset Playbook, slide 8 of 8

01 / 08When curriculum expires faster than a degree

Read the story: When curriculum expires faster than a degree

Keep exploring

From slides to stories.

Read the journal Visual compendium