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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Matching moments

Q&A on graph databases for cybersecurity
15:40 MIN

Q&A on graph databases for cybersecurity

Cyber Sleuth: Finding Hidden Connections in Cyber Data

An introduction to graph analytics for software systems
02:41 MIN

An introduction to graph analytics for software systems

Data Science on Software Data

Demo of extracting conference data into a graph
03:28 MIN

Demo of extracting conference data into a graph

Large Language Models ❤️ Knowledge Graphs

How GitHub Copilot and Overflow AI complement each other
05:44 MIN

How GitHub Copilot and Overflow AI complement each other

Collaborative Intelligence: The Human & AI Partnership

Answering questions on deployment, performance, and tooling
04:41 MIN

Answering questions on deployment, performance, and tooling

Fully Orchestrating Databricks from Airflow

Exploring real-world use cases for knowledge graphs
02:25 MIN

Exploring real-world use cases for knowledge graphs

Knowledge graph based chatbot

Live demonstration of deploying Azure resources from a prompt
06:44 MIN

Live demonstration of deploying Azure resources from a prompt

Infrastructure as Prompts: Creating Azure Infrastructure with AI Agents

Q&A on Copilot licensing and Codespaces access
05:35 MIN

Q&A on Copilot licensing and Codespaces access

How we will build the software of tomorrow

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