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REPORT
MAY 2021
THE CYBER PROJECT
Zero Botnets
An Observe-Pursue-Counter Approach
Jeremy Kepner
Jonathan Bernays
Stephen Buckley
Kenjiro Cho
Cary Conrad
Leslie Daigle
Keeley Erhardt
Vijay Gadepally
Barry Greene
Michael Jones
Robert Knake
Bruce Maggs
Peter Michaleas
Chad Meiners
Andrew Morris
Alex Pentland
Sandeep Pisharody
Sarah Powazek
Andrew Prout
Philip Reiner
Koichi Suzuki
Kenji Takahashi
Tony Tauber
Leah Walker
Douglas Stetson
The Cyber Project
Belfer Center for Science and International Aairs
Harvard Kennedy School
79 JFK Street
Cambridge, MA 02138
www.belfercenter.org/Cyber
Statements and views expressed in this report are solely those of the authors and do not imply
endorsement by Harvard University, Harvard Kennedy School, the Belfer Center for Science and
International Aairs, or any of the sponsors or sponsoring institutions.
Design and layout by Andrew Facini
Copyright 2021, President and Fellows of Harvard College
Printed in the United States of America
REPORT
MAY 2021
THE CYBER PROJECT
Zero Botnets
An Observe-Pursue-Counter Approach
Jeremy Kepner
Jonathan Bernays
Stephen Buckley
Kenjiro Cho
Cary Conrad
Leslie Daigle
Keeley Erhardt
Vijay Gadepally
Barry Greene
Michael Jones
Robert Knake
Bruce Maggs
Peter Michaleas
Chad Meiners
Andrew Morris
Alex Pentland
Sandeep Pisharody
Sarah Powazek
Andrew Prout
Philip Reiner
Koichi Suzuki
Kenji Takahashi
Tony Tauber
Leah Walker
Douglas Stetson
ii
Zero Botnets: An Observe-Pursue-Counter Approach
Author Aliations
Jeremy Kepner
1
, Jonathan Bernays
1
, Stephen Buckley
1
, Kenjiro Cho
2
,
Cary Conrad
3
, Leslie Daigle
4
, Keeley Erhardt
1
, Vijay Gadepally
1
,
Barry Greene
5
, Michael Jones
1
, Robert Knake
6
, Bruce Maggs
7
,
Peter Michaleas
1
, Chad Meiners
1
, Andrew Morris
8
, Alex Pentland
1
,
Sandeep Pisharody
1
, Sarah Powazek
9
, Andrew Prout
1
, Philip Reiner
9
,
Koichi Suzuki
10
, Kenji Takhashi
11
, Tony Tauber
12
, Leah Walker
9
,
Douglas Stetson
1
1
Massachusetts Institute of Technology
2
Internet Initiative Japan
3
SilverSky
4
Global Cyber Alliance
5
Akamai
6
Harvard University
7
Duke University
8
GreyNoise
9
e Institute for Security and Technology
10
EDB
11
NTT
12
Comcast
iii
Belfer Center for Science and International Aairs | Harvard Kennedy School
Acknowledgements
e authors wish to acknowledge the following individuals for their
contributions and support:
Bob Bond, Alan Edelman, Je Gottschalk, Chris Hill, Charles Leiserson,
Mimi McClure, Damian Menscher, Steve Rejto, Daniela Rus, Allan
Vanterpool, Marc Zissman, and the MIT SuperCloud team: Bill Arcand,
Bill Bergeron, David Bestor, Chansup Byun, Michael Houle, Matthew
Hubbell, Anna Klein, Lauren Milechin, Julie Mullen, Antonio Rosa, Albert
Reuther, Charles Yee.
Disclaimer
Any opinions, ndings, conclusions or recommendations expressed in this
material are those of the authors and do not necessarily reect the views of
our sponsors or institutions.
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