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+% DO NOT COMPILE THIS FILE DIRECTLY!
+% This is included by the other .tex files.
+
+\begin{frame}
+\titlepage
+\end{frame}
+
+\begin{frame}
+  \frametitle{MISP and CIRCL}
+  \begin{itemize}
+    \item CIRCL is mandated by the Ministry of Economy and acting as the Luxembourg National CERT for private sector.
+    \item We lead the development of the Open Source MISP TISP which is used by many military or intelligence communities, private companies, financial sector, National CERTs and LEAs globally.
+    \item {\bf CIRCL runs multiple large MISP communities performing active daily threat-intelligence sharing}.
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+  \frametitle{The aim of this presentation}
+  \begin{itemize}
+     \item What is MISP?
+     \item Our initial scope
+     \item Why is {\bf contextualisation} important?
+     \item What options do we have in MISP?
+     \item How can we {\bf leverage} this in the end?
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+\frametitle{What is MISP?}
+\begin{itemize}
+       \item Open source "TISP" - A TIP with a strong focus on sharing
+       \item A tool that {\bf collects} information from partners, your analysts, your tools, feeds
+       \item Normalises, correlates, enriches the data
+       \item Allows teams and communities to {\bf collaborate}
+       \item {\bf Feeds} automated protective tools and analyst tools with the output
+       \item A set of tools to manage sharing communities and interconnected MISP servers
+\end{itemize}
+\end{frame}
+
+\begin{frame}
+  \frametitle{Development based on practical user feedback}
+  \begin{itemize}
+    \item There are many different types of users of an information sharing platform like MISP:
+    \begin{itemize}
+      \item {\bf Malware reversers} willing to share indicators of analysis with respective colleagues.
+      \item {\bf Security analysts} searching, validating and using indicators in operational security.
+      \item {\bf Intelligence analysts} gathering information about specific adversary groups.
+      \item {\bf Law-enforcement} relying on indicators to support or bootstrap their DFIR cases.
+      \item {\bf Risk analysis teams} willing to know about the new threats, likelyhood and occurences.
+      \item {\bf Fraud analysts} willing to share financial indicators to detect financial frauds.
+    \end{itemize}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+  \frametitle{The initial scope of MISP}
+  \begin{itemize}
+    \item {\bf Extract information} during the analysis process
+    \item Store and {\bf correlate} these datapoints
+    \item {\bf Share} the data with partners
+    \item Focus on technical indicators: IP, domain, hostname, hashes, filename, pattern in file/memory/traffic
+    \item Generate protective signatures out of the data: snort, suricata, OpenIOC
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+\frametitle{The growing need to contextualise data}
+\begin{itemize}
+       \item Contextualisation became more and more important as we as a community matured
+        \begin{itemize}
+                \item {\bf Growth and diversification} of our communities
+                \item Distinguish between information of interest and raw data
+                \item {\bf False-positive} management
+                \item TTPs and aggregate information may be prevalent compared to raw data (risk assessment)
+                \item {\bf Increased data volumes} leads to a need to be able to prioritise
+	\end{itemize}
+	\item These help with filtering your TI based on your {\bf requirements}...
+	\item ...as highlighted by Pasquale Stirparo \textit{Your Requirements Are Not My Requirements}
+\end{itemize}
+\end{frame}
+
+\begin{frame}
+\frametitle{Different layers of context}
+\begin{itemize}
+       \item Context added by analysts / tools
+       \item Data that tells a story
+       \item Encoding analyst knowledge to automatically leverage the above
+\end{itemize}
+\end{frame}
+
+\section{Context added by analysts / tools}
+
+\begin{frame}
+\frametitle{Expressing why data-points matter}
+\begin{itemize}
+       \item An {\bf IP address by itself is barely ever interesting}
+       \item We need to tell the recipient / machine why this is relevant
+       \item All data in MISP has a {\bf bare minimum required context}
+       \item We differentiate between {\bf indicators and supporting data}
+\end{itemize}
+\end{frame}
+
+\begin{frame}
+\frametitle{Broadening the scope of what sort of context we are interested in}
+\begin{itemize}
+       \item {\bf Who} can receive our data? {\bf What} can they do with it?
+       \item {\bf Data accuracy, source reliability}
+       \item {\bf Why} is this data relevant to us?
+       \item {\bf Who} do we think is behind it, {\bf what tools} were used?
+       \item What sort of {\bf motivations} are we dealing with? Who are the {\bf targets}?
+       \item How can we {\bf block/detect/remediate} the attack?
+       \item What sort of {\bf impact} are we dealing with?
+\end{itemize}
+\end{frame}
+
+\begin{frame}
+\frametitle{Tagging and taxonomies}
+\begin{itemize}
+       \item Simple labels
+       \item Standardising on vocabularies
+       \item Different organisational/community cultures require different nomenclatures
+       \item Triple tag system - taxonomies
+       \item JSON libraries that can easily be defined without our intervention
+\end{itemize}
+\includegraphics[width=1.0\linewidth]{taxonomy-workflow.png}
+\end{frame}
+
+\begin{frame}
+\frametitle{Galaxies}
+    \begin{itemize}
+      \item Taxonomy tags often {\bf non self-explanatory}
+      \begin{itemize}
+       \item Example: universal understanding of tlp:green vs APT 28
+      \end{itemize}
+       \item For the latter, a single string was ill-suited
+       \item So we needed something new in addition to taxonomies - \textbf{Galaxies}
+        \begin{itemize}
+            \item Community driven \textbf{knowledge-base libraries used as tags}
+            \item Including descriptions, links, synonyms, meta information, etc. 
+            \item Goal was to keep it \textbf{simple and make it reusable}
+            \item Internally it works the exact same way as taxonomies (stick to \textbf{JSON})
+        \end{itemize}
+    \end{itemize}
+    \begin{center}
+        \hspace{10em}
+        \includegraphics[scale=0.30]{galaxy-ransomware.png}
+    \end{center}
+\end{frame}
+
+\begin{frame}
+  \frametitle{The emergence of ATT\&CK and similar galaxies}
+  \begin{itemize}
+    \item Standardising on high-level {\bf TTPs} was a solution to a long list of issues
+    \item Adoption was rapid, tools producing ATT\&CK data, familiar interface for users
+    \item A much better take on kill-chain phases in general
+    \item Feeds into our {\bf filtering} and {\bf situational awareness} needs extremely well
+    \item Gave rise to other, ATT\&CK-like systems tackling other concerns
+    \begin{itemize}
+      \item {\bf attck4fraud} \footnote{\url{https://www.misp-project.org/galaxy.html\#_attck4fraud}} by Francesco Bigarella from ING
+      \item {\bf Election guidelines} \footnote{\url{https://www.misp-project.org/galaxy.html\#_election_guidelines}} by NIS Cooperation Group
+    \end{itemize}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+\frametitle{False positive handling}
+\begin{itemize}
+        \item Low quality / false positive prone information being shared
+        \item Lead to {\bf alert-fatigue}
+        \item Exclude organisation xy out of the community?
+        \item FPs are often obvious - {\bf can be encoded}
+        \item {\bf Warninglist system}\footnote{\url{https://github.com/MISP/misp-warninglists}} aims to do that
+        \item Lists of well-known indicators which are often false-positives like RFC1918 networks, ...
+\end{itemize}
+\begin{center}
+    \includegraphics[scale=0.22]{warning-list.png}
+    \includegraphics[scale=0.45]{warning-list-event.png}
+\end{center}
+\end{frame}
+
+\section{Data that tells a story}
+
+\begin{frame}
+  \frametitle{More complex data-structures for a modern age}
+  \begin{itemize}
+    \item Atomic attributes were a great starting point, but lacking in many aspects
+    \item {\bf MISP objects}\footnote{\url{https://github.com/MISP/misp-objects}} system
+    \begin{itemize}
+      \item Simple {\bf templating} approach
+      \item Use templating to build more complex structures
+      \item Decouple it from the core, allow users to {\bf define their own} structures
+      \item MISP should understand the data without knowing the templates
+      \item Massive caveat: {\bf Building blocks have to be MISP attribute types}
+      \item Allow {\bf relationships} to be built between objects
+    \end{itemize}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+  \frametitle{Supporting specific datamodels}
+  \begin{center}
+    \includegraphics[scale=0.24]{bankaccount.png}
+  \end{center}
+  \begin{center}
+    \includegraphics[scale=0.18]{bankview.png}
+  \end{center}
+\end{frame}
+
+\begin{frame}
+  \frametitle{Continuous feedback loop}
+  \begin{itemize}		  
+    \item Data shared was {\bf frozen in time}
+    \item All we  had was a creation/modification timestamp
+    \item Improved tooling and willingness allowed us to create a {\bf feedback loop}
+    \item Lead to the introduction of the {\bf Sighting system}
+    \item Signal the fact of an indicator sighting...
+    \item ...as well as {\bf when} and {\bf where} it was sighted
+    \item Vital component for IoC {\bf lifecycle management}
+    \item External {\bf SightingDB} and standard - thanks to Sebastien Tricaud from Devo inc.
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+  \frametitle{Continuous feedback loop (2)}
+  \begin{center}
+    \includegraphics[scale=0.5]{sighting-n.png}
+  \end{center}
+  \begin{center}
+    \includegraphics[scale=0.60]{Sightings2.PNG}
+  \end{center}  
+\end{frame}
+
+\begin{frame}
+  \frametitle{Continuous feedback loop (3)}
+  \begin{itemize}
+      \item Monitor uptimes of infrastructure
+      \item Make decisions on whether to action on an IoC
+  \end{itemize}
+  \begin{center}
+    \includegraphics[scale=0.18]{timeline.jpeg}
+  \end{center}
+\end{frame}
+
+\begin{frame}
+  \frametitle{A brief history of time - Timelines}
+  \begin{itemize}
+    \item Not having the time based aspect was painful
+    \item {\bf \texttt{First\_seen}} and {\bf \texttt{last\_seen}} data points
+    \item Along with a complete integration with the {\bf UI}
+    \item Enables the {\bf visualisation} and {\bf adjustment} of indicators timeframes 
+  \end{itemize}
+  \begin{center}
+    \includegraphics[width=1.0\linewidth]{timeline-misp-overview.png}
+  \end{center}
+\end{frame}
+
+\section{The various ways of encoding analyst knowledge to automatically leverage our TI}
+
+\begin{frame}
+  \frametitle{Making use of all this context}
+  \begin{itemize}
+    \item Providing advanced ways of querying data
+    \begin{itemize}
+      \item Unified export APIs
+      \item Incorporating all contextualisation options into {\bf API filters}
+      \item Allowing for an {\bf on-demand} way of {\bf excluding potential false positives}
+      \item Allowing users to easily {\bf build their own} export modules feed their various tools
+    \end{itemize}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}[fragile]
+    \frametitle{Example query}
+    \texttt{/attributes/restSearch}
+    \begin{lstlisting}
+{
+    "returnFormat": "netfilter",
+    "enforceWarninglist": 1,
+    "tags": {
+      "NOT": [
+        "tlp:white",
+        "type:OSINT"
+      ],
+      "OR": [
+        "misp-galaxy:threat-actor=\"Sofacy\"",
+        "misp-galaxy:sector=\"Chemical\""
+      ],
+    }
+}
+    \end{lstlisting}
+\end{frame}
+
+\begin{frame}[fragile]
+    \frametitle{Example query to generate ATT\&CK heatmaps}
+    \texttt{/events/restSearch}
+    \begin{lstlisting}
+{
+    "returnFormat": "attack",
+    "tags": [
+        "misp-galaxy:sector=\"Chemical\""
+    ],
+    "timestamp": "365d"
+}
+    \end{lstlisting}
+\end{frame}
+
+\begin{frame}
+  \frametitle{A sample result for the above query}
+  \begin{center}
+    \includegraphics[scale=0.2]{attack-screenshot.png}
+  \end{center}
+\end{frame}
+
+\begin{frame}
+  \frametitle{Decaying of indicators}
+  \begin{itemize}
+    \item We were still missing a way to use all of these systems in combination to decay indicators
+    \item Move the decision making \textbf{from complex filter options to} complex \textbf{decay models}
+    \item Decay models would take into account various available {\bf context}
+    \begin{itemize}
+      \item Taxonomies
+      \item Sightings
+      \item type of each indicator
+      \item Creation date
+      \item ...
+    \end{itemize}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+    \frametitle{Implementation in MISP: \texttt{Event/view}}
+    \includegraphics[width=1.00\linewidth]{decaying-event.png}
+    \begin{itemize}
+        \item \texttt{Decay score} toggle button
+        \begin{itemize}
+            \item Shows Score for each \textit{Models} associated to the \textit{Attribute} type
+        \end{itemize}
+    \end{itemize}
+\end{frame}
+
+\begin{frame}
+    \frametitle{Implementation in MISP: Fine tuning tool}
+    \includegraphics[width=1.00\linewidth]{decaying-tool.png}
+    Create, modify, visualise, perform mapping
+\end{frame}
+
+\begin{frame}
+    \frametitle{Implementation in MISP: simulation tool}
+    \includegraphics[width=1.00\linewidth]{decaying-simulation.png}
+    Simulate \textit{Attributes} with different \textit{Models}
+\end{frame}
+
+\begin{frame}
+  \frametitle{Monitor trends outside of MISP (example: dashboard)}
+  \begin{center}
+    \includegraphics[scale=0.18]{dashboard-trendings.png}
+  \end{center}
+\end{frame}
+
+
+\section{A small detour - COVID-19 MISP}
+
+\begin{frame}
+ \frametitle{COVID-19 MISP}
+ \begin{itemize}
+         \item Using the new {\bf built in dashboarding} system of MISP
+         \item {\bf Customising MISP} for a specific use-case
+         \item We are focusing on two areas of sharing:
+         \begin{itemize}
+              \item {\bf Medical} information
+              \item {\bf Cyber threats} related to / abusing COVID-19
+              \item COVID-19 related {\bf disinformation}
+         \end{itemize}
+         \item Low barrier of entry, aiming for wide spread
+         \item Already a {\bf massive community}
+         \item Register at \url{https://covid-19.iglocska.eu}
+ \end{itemize}
+\end{frame}
+
+\begin{frame}
+    \frametitle{Dashboarding and situational awareness}
+    \includegraphics[width=1.00\linewidth]{covid.png}
+    Create, modify, visualise, perform mapping
+\end{frame}
+
+\begin{frame}
+  \frametitle{To sum it all up...}
+  \begin{itemize}
+     \item Massive rise in {\bf user capabilities}
+     \item Growing need for truly {\bf actionable threat intel}
+     \item Lessons learned:
+     \begin{itemize}
+	\item {\bf Context is king} - Enables better decision making
+        \item {\bf Intelligence and situational awareness} are natural by-products of context
+        \item Don't lock users into your {\bf workflows}, build tools that enable theirs
+     \end{itemize}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}
+  \frametitle{Get in touch if you have any questions}
+  \begin{itemize}
+    \item Contact CIRCL
+    \begin{itemize}
+      \item info@circl.lu
+      \item \url{https://twitter.com/circl_lu}
+      \item \url{https://www.circl.lu/}
+    \end{itemize}
+    \item Contact MISPProject 
+    \begin{itemize}
+      \item \url{https://github.com/MISP}
+      \item \url{https://gitter.im/MISP/MISP}
+      \item \url{https://twitter.com/MISPProject}
+    \end{itemize}
+    \item Join the COVID-19 MISP community
+    \begin{itemize}
+      \item \url{https://covid-19.iglocska.eu}
+    \end{itemize}
+  \end{itemize}
+\end{frame}
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+all:
+	pdflatex -interaction nonstopmode -halt-on-error -file-line-error slide.tex
+
+clean:
+	rm *.aux *.nav *.log *.snm *.toc *.vrb
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+\documentclass{beamer}
+\usetheme[numbering=progressbar]{focus}
+\definecolor{main}{RGB}{47, 161, 219}
+\definecolor{textcolor}{RGB}{128, 128, 128}
+\definecolor{background}{RGB}{240, 247, 255}
+
+\usepackage[utf8]{inputenc}
+\usepackage{tikz}
+\usepackage{listings}
+\usepackage{adjustbox}
+\usetikzlibrary{positioning}
+\usetikzlibrary{shapes,arrows}
+%\usepackage[T1]{fontenc}
+%\usepackage[scaled]{beramono}
+\author{\small{\input{../includes/authors.txt}}}
+\title{Turning data into actionable intelligence}
+\subtitle{advanced features in MISP supporting your analysts and tools}
+\institute{\includegraphics[scale=0.5]{misplogo.pdf}}
+\titlegraphic{\includegraphics[scale=0.85]{misp.pdf}}
+
+\date{\input{../includes/location.txt}}
+\begin{document}
+\include{content}
+\end{document}
+
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