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The Library

AI Resources, Whitepapers, ScoreSheets and Practical Guides

Our living knowledge base. Every item has a 2-line summary, key takeaways, and its own short podcast β€” so you can listen or read, whichever suits your day.

🎧 New here? Look for the β˜… Start here pick in each section, then press play or open the doc.
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Overview

The library at a glance

A visual map of everything inside β€” β˜… marks the best place to start in each row. Tap any point to jump straight to it.

Whitepapers
ScoreSheets
Guides & Toolkits
News Gallery
Showing 38 of 38 resources
Whitepapers

The evidence & the thinking

Research papers and frameworks written by KadoshAI on the shift from AI users to AI builders.
β˜… Start here
White Paper

THE SHIFT β€” University to Corporate

KadoshAI's flagship paper documents a 3-month internship that turned seven final-year IT students from passive AI users into builders who ship production-ready apps in 2–3 days. It frames the change against Malaysia's AI skills gap and argues coaching plus mindset β€” not just tools β€” is what rapidly upskills talent.

Best for University leaders, HR & L&D heads15 min read
Key takeaways β–Ύ
  • ~12 hours of 1-to-1 coaching per student flipped them from using AI for assignments to building deployable apps in 2–3 days.
  • Three habits underpin AI readiness: Self-Initiative, Stakeholder Communication, and Personal Quality (user empathy).
  • The persistent gaps were UX thinking and communication β€” not technical ability.
Podcast1:19
Read the paper PDF
Research Paper

The Cost of Standing Still

An executive briefing pulling 18 findings from eight primary sources to argue that blocking employee AI access accumulates risk rather than reducing it β€” deepening talent gaps and driving shadow AI. It recommends controlled enablement inside your own Azure security, paired with THE SHIFT training.

Best for CTOs, CIOs, CISOs & boards12 min read
Key takeaways β–Ύ
  • 88% of organisations use AI but only 9% have reached maturity; talent readiness has fallen to 20%.
  • Restriction creates shadow AI, not safety: 75% of knowledge workers already use AI and 78% bring their own.
  • Controlled enablement is cheap β€” ~$25/month for 20 people on your own Azure tenant, keeping data and audit trails in IT's control.
Podcast1:24
Read the paper PDF
White Paper

The Reverse Readiness Gap

Why most readiness assessments measure the wrong direction β€” and how to flip the lens from "are we ready for AI?" to "is AI ready for our work?"

Best for HR & L&D leaders, transformation heads10 min read
Key takeaways β–Ύ
  • Traditional readiness surveys measure tool adoption, not workflow integration.
  • The gap that matters is between what AI can do and what your people will actually use it for.
  • A reverse-readiness audit reveals hidden blockers in process, trust and habit.
Podcast1:21
Read the paper PDF
Comparison

AI Agents vs AI Apps β€” 50-Point Comparison

A side-by-side breakdown of 50 dimensions β€” from autonomy and deployment to cost and governance β€” to help leaders decide what to build when.

Best for CTOs, product leads, architects14 min read
Key takeaways β–Ύ
  • Agents act autonomously; apps execute predefined flows β€” the distinction drives every architecture choice.
  • Governance differs sharply: apps are auditable by design, agents need guardrails.
  • Cost models diverge: agents scale with tokens, apps with seats.
Podcast1:22
Read the paper PDF
Framework

360View β€” 4 Ways to Win

A four-lens framework for evaluating AI opportunities across value, feasibility, risk and culture before committing budget.

Best for Strategy & innovation leads8 min read
Key takeaways β–Ύ
  • Value lens: does it move a metric leadership already tracks?
  • Feasibility lens: can a small team ship it in weeks, not quarters?
  • Risk and culture lenses catch the projects that look good on paper but stall in practice.
Podcast1:28
Read the paper PDF
Framework

The System 2 AI Framework

A thinking framework for building AI that handles slow, deliberate reasoning β€” the kind of work that separates a demo from a production tool.

Best for AI architects, senior developers11 min read
Key takeaways β–Ύ
  • System 1 AI is fast and reactive; System 2 AI is slow, deliberate and verifiable.
  • Most enterprise failures come from using System 1 where System 2 is needed.
  • The framework gives four building blocks for engineering deliberation into your pipeline.
Podcast1:26
Read the paper PDF
White Paper

From AI Agents to AI Apps

How to evolve an exploratory agent prototype into a hardened, user-facing application β€” the transition most teams skip and then regret.

Best for Product managers, engineering leads9 min read
Key takeaways β–Ύ
  • Agents are for discovery; apps are for delivery β€” you need both, in sequence.
  • The transition requires locking down prompts, adding evaluation sets and moving from notebooks to CI.
  • Skipping the transition is why most agent pilots never reach production.
Podcast1:24
Read the paper PDF
Handbook

Use Case Discovery Handbook

A step-by-step playbook for running use-case workshops that surface real, buildable AI opportunities instead of vague ideas.

Best for Workshop facilitators, innovation teams12 min read
Key takeaways β–Ύ
  • Start from friction logs, not brainstorming β€” real work, not imagined work.
  • Score every idea on value, effort and data readiness before prioritising.
  • Leave the workshop with three signed-off use cases, not a wish list.
Podcast1:30
Read the paper PDF
Handbook

The 100-Question Handbook for IT & Digital Teams

One hundred sharp questions IT and digital teams should ask before, during and after building an AI tool β€” covering data, security, cost and rollout.

Best for IT & digital team leads20 min read
Key takeaways β–Ύ
  • The first 30 questions are about data β€” where it lives, who owns it, how clean it is.
  • The middle 40 cover security, cost and compliance before a single line of code.
  • The final 30 are about rollout, training and measuring adoption.
Podcast1:26
Read the paper PDF
Guide

107 Ways to SPEAK AI With Your Staff

A communication playbook with 107 ready-to-use messages, templates and rituals for introducing AI to your organisation without fear or hype.

Best for HR, internal comms, team leads15 min read
Key takeaways β–Ύ
  • The language you use shapes adoption β€” "assistant" beats "automation" every time.
  • 107 templates cover announcements, training invites, policy updates and success stories.
  • Consistency matters more than charisma: small, repeated messages outperform one big launch.
Podcast1:26
Read the paper PDF
ScoreSheets

Ready-to-use frameworks

Workshop cheat sheets and automation scorecards you can apply today.
β˜… Start here
ScoreSheet

Payroll ScoreSheet

A ready-to-use scorecard for automating payroll workflows β€” map each step, score its AI readiness, and prioritise the highest-impact automations.

Best for Payroll & finance ops teams6 min read
Key takeaways β–Ύ
  • Score each payroll step on volume, repeatability and exception rate.
  • High-volume, low-exception steps are your first automation targets.
  • The sheet includes a build-vs-buy checklist for each candidate.
Podcast1:24
Open ScoreSheet PDF
ScoreSheet

Finance ScoreSheet

A scorecard for finance teams to identify which reporting, reconciliation and forecasting tasks are ripe for AI automation.

Best for Finance controllers, FP&A leads7 min read
Key takeaways β–Ύ
  • Reconciliation tasks score highest on automation readiness.
  • Forecasting benefits from AI augmentation, not full automation.
  • The sheet includes ROI estimates for each candidate workflow.
Podcast1:30
Open ScoreSheet PDF
ScoreSheet

Recruitment ScoreSheet

A scorecard for automating recruitment workflows β€” from screening to scheduling to onboarding β€” with readiness and bias checks built in.

Best for Talent acquisition leads6 min read
Key takeaways β–Ύ
  • Screening and scheduling are high-readiness; interviews need human-in-the-loop.
  • Bias checks are mandatory for any AI touchpoint in hiring.
  • The sheet includes a candidate-experience scoring column.
Podcast1:30
Open ScoreSheet PDF
ScoreSheet

Procurement ScoreSheet

A scorecard for procurement teams to find AI automation opportunities across requisition, approval, PO and vendor management.

Best for Procurement & supply chain leads7 min read
Key takeaways β–Ύ
  • Requisition triage and PO generation are the quickest wins.
  • Vendor scoring benefits from AI-assisted data enrichment.
  • The sheet flags compliance-sensitive steps that need human approval.
Podcast1:28
Open ScoreSheet PDF
ScoreSheet

Benefits ScoreSheet

A scorecard for automating employee benefits administration β€” eligibility checks, enrolment flows and claims processing.

Best for HR benefits managers5 min read
Key takeaways β–Ύ
  • Eligibility checks are high-volume and rule-based β€” ideal for AI.
  • Claims processing benefits from document AI plus human review.
  • The sheet includes a privacy-impact column for each step.
Podcast1:29
Open ScoreSheet PDF
ScoreSheet

OD & Manpower ScoreSheet

A scorecard for organisational development and manpower planning β€” scenario modelling, gap analysis and workforce sizing with AI.

Best for OD heads, workforce planners8 min read
Key takeaways β–Ύ
  • Scenario modelling is where AI adds the most value in OD.
  • Gap analysis benefits from AI-assisted skills inference.
  • The sheet includes a data-quality prerequisite checklist.
Podcast1:22
Open ScoreSheet PDF
ScoreSheet

L&D ScoreSheet

A scorecard for L&D teams to identify which learning workflows β€” from needs analysis to content creation to measurement β€” AI can accelerate.

Best for L&D heads, learning designers6 min read
Key takeaways β–Ύ
  • Needs analysis and content generation are the highest-readiness L&D tasks.
  • Measurement benefits from AI-assisted analytics, not replacement.
  • The sheet includes a pedagogy-impact column.
Podcast1:32
Open ScoreSheet PDF
Automations

Google Workspace Automations

A collection of ready-to-use automation recipes for Google Workspace β€” Gmail triage, Sheets formulas, Docs generation and Calendar flows.

Best for Google Workspace admins, ops teams10 min read
Key takeaways β–Ύ
  • Gmail triage and label automation save 30+ minutes per person daily.
  • Sheets + Apps Script combos replace many paid tools.
  • Every recipe includes a no-code and a low-code variant.
Podcast1:33
Open ScoreSheet PDF
Automations

Copilot Automation Workflows β€” 6 Departments

A scorecard of Microsoft Copilot automation workflows across six departments β€” HR, Finance, IT, Sales, Operations and Marketing.

Best for Microsoft 365 admins, department heads12 min read
Key takeaways β–Ύ
  • Each department gets three ready-to-build workflows with effort estimates.
  • HR and Finance have the fastest time-to-value.
  • The sheet includes licensing prerequisites for each workflow.
Podcast1:24
Open ScoreSheet PDF
Scorecard

FLOW Automation β€” Day 2 Scorecard

A Day 2 scorecard for measuring whether your FLOW automations are actually being used β€” adoption, exception rate and time saved.

Best for Automation leads, ops managers5 min read
Key takeaways β–Ύ
  • Day 2 adoption is the metric that matters, not Day 1 deployment.
  • Exception rate above 15% means the automation needs rework.
  • The scorecard includes a sunset criteria for retiring dead automations.
Podcast1:21
Open ScoreSheet PDF
Guides

Guides & Toolkits

Practical handbooks, dictionaries and playbooks for building AI capability.
β˜… Start here
Guide

From Zero to AI Hero in 52 Weeks

A week-by-week curriculum that takes a non-technical employee from AI curiosity to building and deploying their own AI app in one year.

Best for Individuals, L&D programs25 min read
Key takeaways β–Ύ
  • Each week has one skill, one exercise and one deliverable.
  • The curriculum alternates between building skills and shipping projects.
  • By week 52, you have a portfolio of three deployed AI apps.
Podcast1:04
Open the guide PDF
Dictionary

100 Keywords to Learn in Bolt

A glossary of the 100 terms every Bolt builder needs β€” from prompts and actions to webhooks and environment variables.

Best for Bolt users, new builders15 min read
Key takeaways β–Ύ
  • Each keyword has a one-line definition and a build example.
  • The glossary is ordered from beginner to advanced.
  • Cross-referenced with the 52-week curriculum.
Podcast1:07
Open the guide PDF
Dictionary

Power Automate Symbols Dictionary

A visual dictionary of every Power Automate symbol, connector and action β€” with examples and common pitfalls.

Best for Power Automate builders12 min read
Key takeaways β–Ύ
  • Every symbol is shown with its trigger, action and expected output.
  • Common pitfalls are flagged with a warning icon.
  • Includes a quick-reference card for printing.
Podcast1:03
Open the guide PDF
Dictionary

Copilot & Google AI Studio Website Dictionary

A dictionary of every button, panel and setting in Copilot Studio and Google AI Studio β€” so you never get lost in the UI again.

Best for Copilot Studio & AI Studio users10 min read
Key takeaways β–Ύ
  • Every UI element is shown with a screenshot and one-line explanation.
  • Covers both Copilot Studio and Google AI Studio side by side.
  • Includes hidden settings and power-user shortcuts.
Podcast1:07
Open the guide PDF
Handbook

Agent Ideas to Build β€” Handbook

A handbook of 50 agent ideas sorted by department, complexity and data readiness β€” with a build-vs-buy decision tree for each.

Best for Innovation teams, builders18 min read
Key takeaways β–Ύ
  • 50 ideas across HR, Finance, IT, Sales, Ops and Marketing.
  • Each idea has a complexity score and estimated build time.
  • The decision tree prevents over-building where a simple app would do.
Podcast0:58
Open the guide PDF
Showcase

Copilot Studio 100-Agent Showcase

A showcase of 100 agents built in Copilot Studio β€” from HR onboarding to IT helpdesk to sales coaching β€” with architecture notes.

Best for Copilot Studio builders, leaders20 min read
Key takeaways β–Ύ
  • 100 agents categorised by department and complexity.
  • Each agent has a one-line purpose and a build-time estimate.
  • Architecture notes cover triggers, knowledge sources and guardrails.
Podcast1:04
Open the guide PDF
Comparison

Agent Builder vs Copilot Studio β€” Free vs Paid

A feature-by-feature comparison of Agent Builder and Copilot Studio β€” what you get for free, what you pay for, and when to switch.

Best for Builders evaluating tools8 min read
Key takeaways β–Ύ
  • Agent Builder covers 70% of use cases for free.
  • Copilot Studio is worth paying for when you need enterprise connectors.
  • The comparison includes a migration path from free to paid.
Podcast1:08
Open the guide PDF
Library

Copilot Studio Agent Feature Library

A library of every feature available in Copilot Studio agents β€” from knowledge sources to adaptive cards to triggers β€” with usage examples.

Best for Copilot Studio builders14 min read
Key takeaways β–Ύ
  • Every feature is shown with a screenshot and a minimal example.
  • Features are grouped by category: knowledge, actions, triggers, UI.
  • Includes feature availability by license tier.
Podcast1:03
Open the guide PDF
Booklet

AI Tools Assessment & Governance Booklet

A booklet for assessing and governing AI tools in your organisation β€” risk scoring, approval workflows and a vendor evaluation template.

Best for IT governance, security teams16 min read
Key takeaways β–Ύ
  • A 12-point risk score for any AI tool, from data to deployment.
  • An approval workflow template with roles and checkpoints.
  • A vendor evaluation scorecard you can reuse for every procurement.
Podcast1:06
Open the guide PDF
Guide

100 L&D Hacks with 'RM0.00' Trainer Fees

100 low-cost or no-cost L&D hacks using AI tools β€” from generating case studies to building practice sims to auto-grading assignments.

Best for L&D teams on a budget20 min read
Key takeaways β–Ύ
  • Every hack uses free or freemium AI tools.
  • Hacks are sorted by time-to-value, from 10 minutes to half a day.
  • Each hack includes a "before and after" comparison.
Podcast1:11
Open the guide PDF
Guide

Beyond the Classroom β€” 33 Follow-Ups

33 follow-up activities to keep learning alive after a training programme β€” from peer coaching circles to build-a-thons to micro-projects.

Best for L&D teams, team leads12 min read
Key takeaways β–Ύ
  • 33 activities sorted by effort: low, medium and high.
  • Each activity has a facilitation guide and a time estimate.
  • Designed to sustain adoption for 90+ days post-training.
Podcast1:09
Open the guide PDF
FAQ

FAQ for Decision Makers β€” Vibe Coding on Azure

A FAQ for leaders weighing "vibe coding" on Azure β€” what it is, what it costs, what risks it carries and how to govern it.

Best for CTOs, CIOs, cloud architects10 min read
Key takeaways β–Ύ
  • Vibe coding is fast prototyping with AI β€” not a replacement for engineering rigor.
  • Azure provides the governance layer: identity, logging and policy.
  • The FAQ includes a cost model for a typical 20-person team.
Podcast1:12
Open the guide PDF
Playbook

THE SHIFT β€” Post-Training Playbook (Day 13+)

A day-by-day playbook for what happens after THE SHIFT training ends β€” from Day 13 to Day 90, keeping the momentum alive.

Best for SHIFT graduates, team leads15 min read
Key takeaways β–Ύ
  • Day 13–30: consolidate skills with daily micro-builds.
  • Day 31–60: ship a team project with a real stakeholder.
  • Day 61–90: mentor a new cohort and present at a showcase.
Podcast1:13
Open the guide PDF
News

News Gallery

Photos, stories and collaborations with universities and partners.
β˜… Start here
News Story

1,000 Employees Trained β€” Our Story

The story of how KadoshAI trained 1,000 white-collar employees across Malaysia β€” the method, the milestones and the lessons learned.

Best for Everyone8 min read
Key takeaways β–Ύ
  • 1,000 employees across 8 industries trained in 18 months.
  • The method evolved from classroom-only to build-first.
  • The biggest lesson: coaching, not content, drives the shift.
Podcast1:04
Open PDF
Partnership

KadoshAI Γ— UTAR β€” Signed MOU

KadoshAI signed an MOU with Universiti Tunku Abdul Rahman to co-develop AI curricula and run joint build programs.

Best for University partners4 min read
Key takeaways β–Ύ
  • The MOU covers curriculum co-development and student internships.
  • Joint build programs will run each semester.
  • First cohort starts in the next academic year.
Podcast1:07
Open PDF
Event

MSU iReX21 β€” Student AI App Expo

KadoshAI mentored students at MSU iReX21 to build and showcase AI apps β€” a gallery of the standout projects.

Best for University partners, students6 min read
Key takeaways β–Ύ
  • 15 student teams built AI apps over a weekend.
  • Standout projects included a mental-health triage assistant and a halal-ingredient checker.
  • Three teams continued to production deployment.
Podcast1:10
Open PDF
Podcast

The KadoshAI Podcast β€” Overview

An overview of the KadoshAI podcast β€” episodes, topics and how to listen. Each episode turns a whitepaper into a 5-minute conversation.

Best for Everyone3 min read
Key takeaways β–Ύ
  • Every whitepaper has a companion podcast episode.
  • Episodes are 5–10 minutes, designed for commute listening.
  • Available on all major podcast platforms.
Podcast0:57
Open Audio
Reports

University Collaboration Reports

A collection of reports from KadoshAI’s university collaborations β€” internships, MOUs and student build programs.

Best for University partners, researchers10 min read
Key takeaways β–Ύ
  • Reports cover three university partnerships to date.
  • Each report includes outcomes, lessons and next steps.
  • Data is anonymised and available for research use.
Podcast0:56
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β€œ

Stop training people to use AI. Start training them to build it β€” the tools will keep changing, but a person who believes they can adapt will never stop.

KadoshAI Β· The SHIFT