Dense Slides: Cognitive Shield Real Time Real Smart - Rachna Srivastava
Source Video
Cognitive Shield Real Time Real Smart - Rachna Srivastava
Method
This deck is slide-only. The existing captured video frame set supplies candidate frames, then local OpenCV rejects sponsor/title/speaker-only frames, crops visible slide surfaces, deduplicates, and saves the cropped slide images.
Cropped Visible Slides

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: agent_vision.
Slide text:
COGNITIVE-SHIELD REAL-TIME REAL-SMART
What happens when the smartest tools we've ever built... stop working for us - and start working against us?
When fraud doesn't look like fraud anymore
When phishing emails are indistinguishable from legitimate ones
When deepfake voice and video pass KYC checks
Fraud isn't breaking in. It's walking in the front door - looking like everyone else.
This is not a future threat. It's happening. Right now.

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: none.
- OCR decision: ready — Dense multi-column slide with many small text lines and numeric claims.

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.96 - Text source: agent_vision.
Slide text:
The Paradigm Shift: Using AI to Defend Against AI
AI is being misused. It's helping fraudsters to trick, steal, and spread lies faster than ever before.
But the same AI can be our greatest defense.
We can use it to spot fraud, stop attacks, and protect people.

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: none.
- OCR decision: ready — Dense layered architecture slide with multiple sections and bullet lists.

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.97 - Text source: none.
- OCR decision: ready — Small multi-column slide with several section headers and fine-grained bullet text.

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: none.
- OCR decision: ready — Multi-stage diagram with detailed bullet lists and small explanatory text.

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: none.
- OCR decision: ready — Architecture slide with system flow and multiple tech-layer bullet rows.

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.93 - Text source: none.

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: agent_vision.
- OCR decision: ready — Dense UI screenshot with small nav labels, tabs, and form fields.
Slide text:
Examination Management

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: agent_vision.
- OCR decision: ready — Dense dashboard screenshot with metrics, charts, and many small labels.
Slide text:
Invoice Management

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.97 - Text source: agent_vision.
- OCR decision: ready — Dense product UI with multiple panes, controls, and small labels.
Slide text:
Virtual Agent

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.99 - Text source: agent_vision.
- OCR decision: ready — Large dashboard screenshot with metrics, chart labels, tabs, and smaller text that is better OCR'd.
Slide text:
Payment Fraud Detection and Monitoring

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.98 - Text source: agent_vision.
- OCR decision: ready — Dense product screenshot with form controls, dropdown options, and multiple labels.
Slide text:
Social Media Fraud Monitoring

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.96 - Text source: agent_vision.
- OCR decision: ready — Dense analytics dashboard with metrics and chart labels that are better handled by OCR.
Slide text:
Cryptocurrency Fraud

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.95 - Text source: agent_vision.
- OCR decision: ready — Dashboard with multiple charts, labels, and a paragraph of insight text suited to OCR.
Slide text:
AI-Generated Insight

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.99 - Text source: agent_vision.
Slide text:
Active Investigation
No items in your investigation. Add items from search results, alerts, or transactions.

- Recreated text/layout view: open HTML recreation
- AI slide classifier:
content_slideconfidence0.99 - Text source: agent_vision.
Slide text:
Cognitive Shield: AI Defense for Financial Fraud
Layer 1: Data Trust & Secure Foundations
- Privacy-first ingestion, verified identities
Layer 2: Real-Time Fraud Detection
- Deep learning, graph AI, secure LLMs stop fraud before it spreads
- 8 specialized modules covering everything from deepfakes to crypto
Layer 3: Intelligence Hub for Response & Compliance
- Smart alerts, visual dashboards, and compliance-ready reporting
Key Takeaways
- AI is not optional - it's the core of modern fraud defense
- Tables > Graphs - relationships expose hidden threats
- Multi-agent LLMs bring context, speed, and transparency
Why We Must Act Now
By 2027, if we do nothing:
- 90% of cyberattacks will be AI-driven
- $100B+ in fraud losses expected annually
Our Mission: Stop Fraud Before it Starts.
Hidden Non-Slide Evidence
- `slide-017.jpg` —
demo_videoconfidence0.97; Desktop screen capture with browser/app UI and macOS desktop, not a presentation slide.
Classification audit: raw/sources/slide-ai-classification/dense/5_QWh4LGoxg/audit.json