Ai4
Perimeter defense cannot stop agentic AI and quantum threats, forcing organizations to build resilience by analyzing failed intrusions and mandating independent audit oversight directly to boards.
AI-assisted summary of Panel 1 - 1: Tomorrow’s Cyber Risks Today — original source. Check the original for full context.
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Detailed notes
## Background Published on YouTube by the Ai4 channel on August 14, 2026, this presentation features Kitty Chan, Professor of Practice at Columbia University. According to the description, the session explores how artificial intelligence, agentic systems, and quantum technologies challenge conventional governance and oversight, presenting a framework for internal audit to evaluate and build organizational cyber resilience against evolving threats.
## TL;DR Chan argues that because modern threats like agentic AI exploits and quantum decryption make breaches inevitable, organizations must pivot from rigid perimeter prevention to holistic cyber resilience. Utilizing the NIST Cybersecurity Framework 2.0, enterprises must align operational business units, enterprise risk oversight, and independent internal audit across the three lines of defense. The presentation emphasizes proactive measures such as identifying 'Shadow AI,' systematically analyzing near misses and failed intrusions, and establishing fail-safe containment protocols with sequenced recovery plans. Ultimately, maintaining organizational resilience and regulatory confidence requires independent board-level assurance and a collaborative culture where security is embraced as a shared responsibility.
## Atmosphere & style The presentation carries a pragmatic, authoritative, and educational tone that replaces typical cybersecurity alarmism with structured, clear-eyed methodology. Chan speaks with the calm clarity of a seasoned professor and practitioner, translating complex technical shifts into accessible, vivid analogies like checking exam answers or knowing when to pull the plug. The delivery feels reassuring and institutional, creating an engaging sense of executive briefing where the focus shifts from fear of the unknown to disciplined governance, rigorous documentation, and shared accountability.
## Key takeaways - [00:04](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=4s) Cybersecurity governance requires an enterprise-wide collective effort aligning business operations, risk management oversight, and independent assurance across the Three Lines of Defense. - [01:34](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=94s) The threat landscape is rapidly accelerating due to generative AI phishing, agentic AI capable of executing automated intrusion workflows, and quantum computing threatening standard encryption. - [04:06](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=246s) Security paradigms must shift toward managing emerging and completely unknown risks as automated malicious bots and synthetic deepfake fraud surge dramatically. - [06:33](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=393s) Because breaches are virtually inevitable, organizational strategy must transition from perimeter prevention to cyber resilience: anticipating threats, containing incidents, and recovering operations. - [09:13](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=553s) NIST CSF 2.0 introduces 'Govern' as the overarching foundation connecting pre-incident controls (Identify, Protect) with post-incident functions (Detect, Respond, Recover). - [09:13](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=553s) Proactive protection requires identifying 'Shadow AI' usage across corporate workflows and modernizing cryptographic systems for post-quantum readiness. - [13:18](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=798s) Analyzing 'near misses' and failed intrusion attempts provides critical predictive intelligence to anticipate how adversary tactics and capabilities will evolve tomorrow. - [13:18](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=798s) Incident response plans must incorporate fail-safe containment measures that prioritize preserving customer data and establishing clear recovery time objectives when standard defenses fail. - [15:51](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=951s) Multi-pronged, coordinated cyberattacks require predefined and tested system restoration sequences to avoid cascading failures during recovery. - [16:59](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=1019s) Internal Audit's independent reporting line to the Board of Directors provides essential assurance to regulators and stakeholders that stated cyber controls are effectively executed.
## Detailed walkthrough ### [00:04](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=4s) Introduction and the Role of Internal Audit Across the Three Lines of Defense
Kitty Chan, Professor of Practice at Columbia University, introduces the session's central theme: confronting tomorrow's cyber risks today. A fundamental dilemma facing organizations is that while future cyber threats are inevitable, their exact nature remains largely unknown. Addressing this uncertainty requires moving beyond isolated technical fixes to establish comprehensive organizational governance.
While the discussion highlights the internal audit function—stemming from a research collaboration published with the Institute of Internal Auditors (IIA)—Chan emphasizes that cybersecurity is not the responsibility of a single department: "it requires a whole village." Managing emerging threats demands active alignment across the traditional three lines of defense, ensuring that daily business operations, enterprise risk oversight, and independent assurance work in unison.
```mermaid flowchart TD accTitle: Three Lines of Defense Model for Cyber Resilience subgraph L1["First Line: Operational Units"] BU["Business Units"] -->|"Implement controls & safeguard daily operations"| OP["Operational Defense"] end
subgraph L2["Second Line: Enterprise Oversight"] Risk["Risk Management"] Comp["Compliance Office"] IT["IT & Security Office"] Risk & Comp & IT -->|"Set policies & horizontal oversight"| OV["Cross-Unit Governance"] end
subgraph L3["Third Line: Independent Assurance"] IA["Internal Audit"] -->|"Evaluates, reviews & assures"| L1 IA -->|"Evaluates, reviews & assures"| L2 end ```
---
[01:34](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=94s) The Accelerating Threat Landscape: GenAI, Agentic AI, and Quantum Computing
Cyber risk is not a novel phenomenon, but the speed and scale at which it is escalating have reached unprecedented levels. This rapid evolution is primarily propelled by three major technological shifts:
1. **Generative AI:** While tools like ChatGPT provide substantial productivity benefits, malicious actors leverage them to craft hyper-realistic phishing emails, synthetic images, and fraudulent links that closely mimic official corporate communications. 2. **Agentic AI:** Moving beyond passive text generation, agentic workflows allow attackers to execute complex operations from high-level prompts. An attacker can instruct an AI agent to build an intrusion plan against a target company, generate the exploit code, and supply a step-by-step manual to breach firewalls and exfiltrate private data. 3. **Quantum Computing:** The emergence of practical quantum systems threatens to break widely used encryption standards and decrypt existing passwords, making forward-looking cryptographic readiness an urgent priority rather than a distant concern.
---
[04:06](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=246s) Current Threat Metrics and the Shift Toward Unknown and Emerging Risks
The risks posed by automated and synthetic attacks are already materializing across global infrastructure. Historical security paradigms dealt with discrete milestones—computer worms 30 years ago, cloud hacking 15 years ago, and automated AI attacks today. However, current systems must contend with emerging and completely unknown risks that security teams have never encountered before.
``` Historical Threat Evolution: 30 Years Ago: Computer Worms & Script Attacks └──> 15 Years Ago: Cloud Breaches & Infrastructure Hacking └──> Today: AI-Generated Phishing & Automated Exploit Kits └──> Tomorrow: Agentic Exploits, Quantum Decryption & Unknown Risks ```
- **Malicious Bot Activity:** Between 2024 and 2025, over 99% of 16 million Microsoft accounts created were registered by automated malicious bots. - **Deepfake and Synthetic Image Proliferation:** Data reported by Sumsub revealed a 195% global increase in synthetic image fraud between Q1 2024 and Q1 2025. - **Geographic Impact in the US:** Within the United States, synthetic image fraud surged by 300% over the same period.
---
[06:33](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=393s) Building Cyber Resilience and the Three Lines of Defense Model
Given that security breaches are virtually inevitable, organizations can no longer rely solely on perimeter prevention. Strategy must shift toward building organizational cyber resilience: anticipating threats, containing incidents swiftly when they occur, executing an effective response, and recovering operations to preserve customer trust and enterprise reputation.
Operationalizing resilience requires active coordination across all three organizational lines of defense: - **First Line (Business Units):** Embeds day-to-day controls, safeguards operational workflows, and actively monitors unit-level systems. - **Second Line (Horizontal Oversight):** Functions such as the Risk Management Office, Compliance, and IT Security establish policies and monitoring frameworks horizontally across every business department. - **Third Line (Internal Audit):** Operates independently across both vertical units and horizontal functions. Chan compares Internal Audit's role to a student reviewing their exam paper before submission to catch missed questions, evaluating whether the first and second lines have designed and executed their controls effectively.
---
[09:13](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=553s) Operationalizing Resilience with NIST CSF 2.0: Govern, Identify, and Protect
To provide structured assurance against emerging and unknown risks, internal audit and risk teams utilize established frameworks, specifically the NIST Cybersecurity Framework (CSF) 2.0. The framework organizes cybersecurity activities into six core functions, with **Govern** serving as the overarching foundation for Identify, Protect, Detect, Respond, and Recover.
```mermaid flowchart TD accTitle: NIST Cybersecurity Framework 2.0 Core Structure Gov["GOVERN: Strategy, Policy & Financial Oversight"]
subgraph PreAttack["Pre-Incident Phase"] Ident["IDENTIFY<br/>Asset & Shadow AI Inventory"] Prot["PROTECT<br/>Quantum Readiness & Access Controls"] end
subgraph PostAttack["Incident & Post-Incident Phase"] Det["DETECT<br/>Anomaly & Breach Discovery"] Resp["RESPOND<br/>Containment & Communication"] Rec["RECOVER<br/>Restoration & Trust Building"] end
Gov --- PreAttack Gov --- PostAttack ```
Applying the first three functions to emerging AI and computational risks involves specific control areas:
- **Govern:** Establishes policies that align cyber strategy with organizational mission and defines financial contingency policies to manage the monetary consequences of unforeseen data breaches. - **Identify:** Mandates comprehensive asset visibility, with a strong focus on detecting "Shadow AI"—unapproved employee usage of open-source large language models (LLMs) and unauthorized mobile AI tools for corporate data, referencing incidents such as the Samsung confidential code leaks. - **Protect:** Implements proactive defensive barriers prior to an attack, including upgrading cryptographic systems to maintain post-quantum resilience before quantum decryption capabilities become widespread.
[13:18](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=798s) Detection and Response: Learning from Near Misses and Failed Attacks
While organizations often focus on pre-event controls—such as technical policies around password encryption and perimeter hygiene—the dynamic nature of emerging cyber threats demands equal rigor during and after a security event. In the detection phase, traditional monitoring mechanisms act like radar searching for true positives to stop confirmed intrusions. However, preparing for tomorrow's unknown risks requires moving beyond confirmed breaches to systematically analyze "near misses" and failed attacks. An adversary whose tools are not powerful enough to penetrate security defenses today may easily refine their capabilities to breach those same walls tomorrow. Internal auditors and risk managers must review testing documentation and technical evaluations to verify whether their organizations are actively capturing and learning from these close calls.
When an incident occurs, traditional response playbooks frequently fall short against modern, sophisticated threats. Organizations need actionable, fail-safe contingency plans that clearly define what to do "when all else fails." In critical scenarios, executing a hard containment measure—such as intentionally pulling the plug for five minutes to protect customer data—is often far safer than attempting to actively fight a runaway breach in real time. Risk managers must assess whether teams have tested these cutoff procedures and measured how quickly operations can safely be brought back online.
- **Near-Miss Analysis**: Investigating unsuccessful intrusions and narrow escapes provides predictive intelligence on how attack vectors are evolving. - **Fail-Safe Response Protocols**: Emergency containment strategies must prioritize data preservation and clearly establish recovery time objectives over ad-hoc mitigation. - **Audit Verification**: Internal audit examines the underlying technical testing, logs, and procedural documentation rather than relying solely on high-level executive summaries.
```mermaid flowchart TD accTitle: Incident Lifecycle and Assurance Flow subgraph Detect["1. Detect & Analyze"] A["True Positives"] --> C["Operational Defense"] B["Near Misses & Failed Attacks"] --> D["Threat Intelligence for Tomorrow"] end
subgraph Respond["2. Contain & Recover"] E["Fail-Safe Containment\n'Pull the Plug'"] --> F["Sequenced Multi-Attack Recovery"] end
subgraph Assurance["3. Governance & Assurance"] G["Three Lines of Defense"] --> H["Independent Audit to Board"] end
Detect --> Respond Respond --> Assurance ```
---
[15:51](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=951s) Multi-Pronged Attacks, Recovery Sequences, and Shared Responsibility
Modern cyber incidents rarely arrive as isolated, single-vector events; instead, attackers deploy coordinated, multi-pronged assaults designed to overwhelm incident responders. When an enterprise is hit from multiple vectors simultaneously, the specific sequence in which systems and services are restored becomes a make-or-break factor for successful recovery. Establishing and testing the proper recovery choreography ensures that interdependencies do not trigger cascading failures or re-introduce vulnerabilities during system restoration.
Maintaining operational resilience is not the exclusive domain of cybersecurity teams or risk officers—it fundamentally "takes a village." Every layer of the organization shares responsibility. When junior analysts ask incisive questions about governance and controls, they reinforce the defense posture in ways that directly protect executive leadership and the CEO. Robust cyber governance requires an active, participatory culture spanning analysts, mid-level managers, executive leadership, and internal auditors.
- **Sequenced Recovery**: Modern multi-vector incidents require predefined restoration sequences to prevent compounding system failures. - **Collective Responsibility**: Security governance relies on every tier of staff proactively surfacing control gaps and testing operational assumptions.
---
[16:59](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=1019s) Cybersecurity as a Resilience Journey and the Independent Role of Internal Audit
Cybersecurity has transitioned from a rigid perimeter mindset focused purely on "preventing a break into my wall" to an ongoing journey of organizational resilience. True resilience is measured by how effectively an enterprise anticipates emerging attack trends, adapts when an intrusion occurs, minimizes business impact, and executes rapid recovery to protect customer trust. Studying telemetry and trend patterns from near misses enables organizations to spot shifts in attack methodologies before severe damage is done.
```mermaid flowchart LR accTitle: Three Lines of Defense Reporting Hierarchy subgraph Management["Executive Oversight"] L1["1st Line:\nOperational Units"] L2["2nd Line:\nRisk & Compliance"] CEO["CEO / Executive Office"] L1 --> CEO L2 --> CEO end
subgraph Governance["Board Oversight"] L3["3rd Line:\nInternal Audit"] Board["Board of Directors\n& Regulators"] L3 --> Board end ```
The unique value of internal audit lies within the standard three lines of defense governance model. While the first two lines—operational business units and risk management functions—report up through executive management and the CEO, the internal audit function maintains strict independence by reporting directly to the Board of Directors. This structural independence serves as a vital assurance mechanism for customers and regulatory bodies:
> "It's about building confidence for the regulator. It's like telling me that if I'm a teacher, you're telling me that after you do your exam, you go back and check it again."
Even when operating amid unknown and rapidly evolving threat landscapes, organizations can demonstrate due diligence to regulators by proving that all operational units adhere horizontally to core cybersecurity functions, supported by an objective, independent internal audit evaluation to verify that stated controls are genuinely implemented in practice.
## Notable quotes > [00:04](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=4s) it requires a whole village — Kitty Chan
> [00:04](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=4s) A fundamental dilemma facing organizations is that while future cyber threats are inevitable, their exact nature remains largely unknown. — Kitty Chan
> [06:33](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=393s) Given that security breaches are virtually inevitable, organizations can no longer rely solely on perimeter prevention. — Kitty Chan
> [13:18](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=798s) An adversary whose tools are not powerful enough to penetrate security defenses today may easily refine their capabilities to breach those same walls tomorrow. — Kitty Chan
> [13:18](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=798s) when all else fails — Kitty Chan
> [13:18](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=798s) In critical scenarios, executing a hard containment measure—such as intentionally pulling the plug for five minutes to protect customer data—is often far safer than attempting to actively fight a runaway breach in real time. — Kitty Chan
> [15:51](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=951s) When an enterprise is hit from multiple vectors simultaneously, the specific sequence in which systems and services are restored becomes a make-or-break factor for successful recovery. — Kitty Chan
> [15:51](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=951s) takes a village — Kitty Chan
> [16:59](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=1019s) preventing a break into my wall — Kitty Chan
> [16:59](https://www.youtube.com/watch?v=nRiA9vPdTpY&t=1019s) It's about building confidence for the regulator. It's like telling me that if I'm a teacher, you're telling me that after you do your exam, you go back and check it again. — Kitty Chan
## Mentioned Kitty Chan, Columbia University, Ai4, Institute of Internal Auditors (IIA), ChatGPT, Microsoft, Sumsub, NIST Cybersecurity Framework (CSF) 2.0, Samsung
## Video description Kitty Chan, Professor of Practice, Columbia University
Cybersecurity is evolving faster than ever as artificial intelligence, agentic systems, and emerging quantum technologies introduce risks that challenge traditional approaches to governance, assurance, and oversight. This presentation examines how internal audit can assess and strengthen an organization's ability to anticipate, withstand, and recover from known, emerging, and unknown cyber threats. It presents an approach for aligning assurance activities with evolving cyber risks to build organizational resilience and help organizations prepare for tomorrow's cyber risks - today.
[Source](https://www.youtube.com/watch?v=nRiA9vPdTpY)