Prof Smoke

From Tables to Graphs in Minutes: Supercharging Kusto Graph Analytics with AI-Powered Development

Attackers think in graphs, but defenders are stuck with lists. See how AI automates the leap from raw data to a complete attack graph in minutes.

From Tables to Graphs in Minutes: Supercharging Kusto Graph Analytics with AI-Powered Development
#1about 3 minutes

Introducing Kusto for interactive analytics at Microsoft scale

Kusto is a big data analytics platform optimized for interactive workloads on trillions of rows and petabytes of data.

#2about 3 minutes

Why graph technology was embedded into the Kusto engine

Internal security teams drove the integration of graph capabilities directly into the relational engine to analyze data where it resides.

#3about 3 minutes

Defining persistent graphs using JSON-based models

Persistent graphs are defined using a JSON object that specifies an optional schema and a series of steps for adding nodes and edges.

#4about 5 minutes

Querying graph data using KQL's match operator

KQL enables powerful graph analysis by combining time-series anomaly detection with graph pattern matching inspired by Cypher.

#5about 4 minutes

Automating graph creation with a custom AI assistant

A custom AI assistant built with GitHub Copilot and MCP servers automates the tedious manual process of inferring graph models from tables.

#6about 6 minutes

AI demo for generating cybersecurity graph models

Watch how an AI agent analyzes table schemas, proposes a lateral movement scenario, and automatically generates the graph model and queries.

#7about 3 minutes

Visualizing large-scale graphs with the Graphistry integration

A new connector to Graphistry uses GPUs to render millions of nodes and edges from Kusto for advanced visualization.

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Q&A on graph databases for cybersecurity
44:39 MIN

Q&A on graph databases for cybersecurity

Cyber Sleuth: Finding Hidden Connections in Cyber Data

How GitHub Copilot and Overflow AI complement each other
04:10 MIN

How GitHub Copilot and Overflow AI complement each other

Collaborative Intelligence: The Human & AI Partnership

Q&A on Copilot licensing and Codespaces access
29:56 MIN

Q&A on Copilot licensing and Codespaces access

How we will build the software of tomorrow

Getting started with the Azure AI Foundry platform
05:49 MIN

Getting started with the Azure AI Foundry platform

How Mixed Reality, Azure AI and Drones turned me into a Magician?

Using Copilot Workspace to turn GitHub issues into code
18:18 MIN

Using Copilot Workspace to turn GitHub issues into code

Innovating Developer Tools with AI: Insights from GitHub Next

A practical demo of an agent using multiple tools
08:28 MIN

A practical demo of an agent using multiple tools

From A2A to MCP: How AI’s “Brains” are Connecting to “Arms and Legs”

Extending AI platforms for custom business solutions
05:29 MIN

Extending AI platforms for custom business solutions

Architecting the Future: Leveraging AI, Cloud, and Data for Business Success

How AI is automating low-code development tasks
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How AI is automating low-code development tasks

From Syntax to Singularity: AI’s Impact on Developer Roles

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From learning to earning

Jobs that call for the skills explored in this talk.

Full Stack Engineer

Full Stack Engineer

Climax.eco
Rotterdam, Netherlands

€70-100K
Senior
TypeScript
PostgreSQL
Cloud (AWS/Google/Azure)