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DATE 2017-02-01

HANGOUT

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Key: Value:

Key: Value:

MESSAGE
DATE 2017-02-13
FROM Ruben Safir
SUBJECT Subject: [Hangout-NYLXS] Artificial Intelligence Gets Aggressive Without
http://www.i4u.com/2017/02/120649/artificial-intelligence-gets-aggressive-without-being-provoked


--

Last year, we reported on Stephen Hawking issuing a warning that the
continuation of of AI will either be "the best, or the worst thing, ever
to happen to humanity."

Don't Miss: The NES Classic In Stock at these Stores

We've all seen the worst of the Terminator movies and the apocalypse
that could hit us. However, now that there are recent behavior tests
from Google's DeepMind AI system, it is clear that it is all possible.

In tests last year, the DeepMind system showed that it could learn
independently from its memory and beat the world's best Go players at
the game.

Since learning, it has been trying to figure out how to mimic a human voice.

Researchers have also been testing its willingness to cooperate with
others, and found something a little troubling: when DeepMind feels like
it is going to lose, it opts for a "highly aggressive" strategy that
will ensure it comes out on top. They tested this theory during 40
million runs of a fruit gathering game where two DeepMind agents
competed against each other to gather as many apples as they could. They
found that things were smooth when there were enough apples to go
around, but as soon as their numbers dwindled, they became aggressive.
They used laser beams to knock each other out of the game to steal the
apples.

Watch the video below to see what happened. The DeepMind agents are in
red and blue and the virtual apples in green:

Interestingly, if an agent tags an opponent with a laser beam, there
isn't an extra reward. It simply knocks the opponent out of the game for
a set period. This allows the other agent to collect more apples.

If the agents didn't use the beams, the would end up with the same
number of apples, which is what "less intelligent" iterations of
DeepMind opted to do.

It was only when they became more complex did DeepMind turn to greed,
sabotage, and aggression.

According to Gizmodo, the researchers used smaller DeepMind networks as
agents, it was more likely to be peaceful. When they used larger, more
complex networks as agents, the AI was more willing to sabotage its
opponent.

Researchers suggest that the more intelligent the agent, the better it
became at learning from its environment, which allowed it to be highly
aggressive.

"This model ... shows that some aspects of human-like behaviour emerge
as a product of the environment and learning," one of the team, Joel Z
Leibo, told Wired. "Less aggressive policies emerge from learning in
relatively abundant environments with less possibility for costly
action. The greed motivation reflects the temptation to take out a rival
and collect all the apples oneself."

When DeepMind played a second game called Wolfpack, they used three AI
agents: two playing wolves and one playing prey. They needed to
cooperate because if they took down the prey, they both got the reward.

"The idea is that the prey is dangerous - a lone wolf can overcome it,
but is at risk of losing the carcass to scavengers," the team explains
in their paper. "However, when the two wolves capture the prey together,
they can better protect the carcass from scavengers, and hence receive a
higher reward."

Just as the DeepMind agents learned that aggression and selfishness
netted them the best results, they learned that co-operation could also
help them.

Tread carefully - they might just be coming.

Comments
So many immigrant groups have swept through our town
that Brooklyn, like Atlantis, reaches mythological
proportions in the mind of the world - RI Safir 1998
http://www.mrbrklyn.com

DRM is THEFT - We are the STAKEHOLDERS - RI Safir 2002
http://www.nylxs.com - Leadership Development in Free Software
http://www2.mrbrklyn.com/resources - Unpublished Archive
http://www.coinhangout.com - coins!
http://www.brooklyn-living.com

Being so tracked is for FARM ANIMALS and and extermination camps,
but incompatible with living as a free human being. -RI Safir 2013
_______________________________________________
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  1. 2017-02-01 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] =?utf-8?q?The_lessons_of_Roosevelt=E2=80=99s_fail?=
  2. 2017-02-01 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  3. 2017-02-01 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] In other news, making America safe again
  4. 2017-02-01 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] The lessons of Roosevelt???s failures
  5. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] In other news, making America safe again
  6. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  7. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  8. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  9. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  10. 2017-02-01 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  11. 2017-02-01 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Let's take a vote on non free speech software
  12. 2017-02-01 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] In other news, making America safe again
  13. 2017-02-01 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] (forw) Re: [skeptic] Let the beheadings
  14. 2017-02-01 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Encryption and the law
  15. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] NP Complete
  16. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Is NYLUG still running meetings?
  17. 2017-02-02 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] Is NYLUG still running meetings? | | None since
  18. 2017-02-02 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Is NYLUG still running meetings? | | None since
  19. 2017-02-02 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] Is NYLUG still running meetings? | | Your
  20. 2017-02-02 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Is NYLUG still running meetings? | | Your
  21. 2017-02-02 Ruben Safir <mrbrklyn-at-panix.com> Subject: [Hangout-NYLXS] anyone know what is this
  22. 2017-02-02 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] anyone know what is this
  23. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] looks like we just got a new lease on life
  24. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Fwd: [isoc-ny] FCC Seeks Diverse Stakeholders
  25. 2017-02-02 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] A Brooklyn Story
  26. 2017-02-02 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] anyone know what is this
  27. 2017-02-02 From: "IEEE Spectrum Tech Alert" <techalert-at-ieee.org> Subject: [Hangout-NYLXS] Everything You Need to Know About 5G;
  28. 2017-02-02 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] anyone know what is this
  29. 2017-02-02 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] anyone know what is this
  30. 2017-02-02 IEEE Engineering in Medicine and Biology Society <noreply-at-embs.org> Subject: [Hangout-NYLXS] Your EMB Weekly Newsletter is HERE!!!!
  31. 2017-02-03 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] anyone know what is this
  32. 2017-02-03 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] irs and passports - 50K is nothing
  33. 2017-02-03 Ruben Safir <mrbrklyn-at-panix.com> Subject: [Hangout-NYLXS] sad times for us all
  34. 2017-02-04 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] save the grave
  35. 2017-02-06 Gabor Szabo <gabor-at-szabgab.com> Subject: [Hangout-NYLXS] [Perlweekly] #289 - FOSDEM is over, blog posts?
  36. 2017-02-06 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Subject: [Hangout-NYLXS] , can you provide the addresses of those locations
  37. 2017-02-06 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] , can you provide the addresses of those
  38. 2017-02-06 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] what is important in the digital divide
  39. 2017-02-06 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] paper ramulens work for us all
  40. 2017-02-06 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] what is important in the digital divide
  41. 2017-02-07 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] ,
  42. 2017-02-06 Ruben Safir <ruben.safir-at-my.liu.edu> Re: [Hangout-NYLXS] , can you provide the addresses of those
  43. 2017-02-07 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] , locations for group meetings;
  44. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Justine Bateman
  45. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] criminal stream of video
  46. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Phone Wars
  47. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Apple wants direct access to your GPU through the
  48. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Microsofts new stratergy to beat linux
  49. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] moving to Arizona
  50. 2017-02-08 Ruben Safir <mrbrklyn-at-panix.com> Subject: [Hangout-NYLXS] Hans Rosling: Data visionary and educator dies aged
  51. 2017-02-07 IEEE Computer Society <csconnection-at-computer.org> Subject: [Hangout-NYLXS] =?utf-8?q?Hear_from_Top_Execs_from_Raytheon=2C_Mi?=
  52. 2017-02-07 James E Keenan <jkeen-at-verizon.net> Subject: [Hangout-NYLXS] ny.pm tech meeting next Monday;
  53. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Future Communications
  54. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] =?utf-8?q?Fwd=3A_Hear_from_Top_Execs_from_Raytheo?=
  55. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] ,
  56. 2017-02-08 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Phone Wars
  57. 2017-02-08 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] How to become a president of a small African
  58. 2017-02-09 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] ,
  59. 2017-02-09 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | I
  60. 2017-02-09 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] ,
  61. 2017-02-06 Wayne Callahan <callahans2-at-msn.com> Subject: [Hangout-NYLXS] [dinosaur] ISPH 2017
  62. 2017-02-09 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] ,
  63. 2017-02-09 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] ,
  64. 2017-02-09 Ruben Safir <ruben.safir-at-my.liu.edu> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | I
  65. 2017-02-09 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] Microsoft's new strategy to beat linux | |
  66. 2017-02-09 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Gtk and C++ reference
  67. 2017-02-09 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] =?utf-8?q?Fwd=3A_An_Evening_for_Educators_with_Dr?=
  68. 2017-02-09 ruben <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] History of the Talmud
  69. 2017-02-09 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] anyone know what is this
  70. 2017-02-09 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] anyone know what is this
  71. 2017-02-09 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Fwd: Innovation, opportunities & Israel's future
  72. 2017-02-10 ruben <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] anyone know what is this
  73. 2017-02-10 ruben <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] anyone know what is this
  74. 2017-02-10 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] anyone know what is this
  75. 2017-02-09 Paul Robert Marino <prmarino1-at-gmail.com> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | I
  76. 2017-02-10 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | ...
  77. 2017-02-10 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Fwd: [Accu-contacts] Software engineer position
  78. 2017-02-10 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Compiler Papers
  79. 2017-02-10 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Guess this painting!!
  80. 2017-02-10 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Shabbat Shalom!
  81. 2017-02-10 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Guess this painting!!
  82. 2017-02-10 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | ...
  83. 2017-02-10 Paul Robert Marino <prmarino1-at-gmail.com> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | ...
  84. 2017-02-10 Ruben Safir <ruben.safir-at-my.liu.edu> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | I
  85. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Tech News - Honeypots
  86. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] more on honeypots
  87. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Internet of things DDOS threat
  88. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Hackers and Honepots
  89. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Mozilla and DRM
  90. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] WebRTC coding in html5
  91. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] WebRTC coding in html5
  92. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] vim and the free software world
  93. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Robotics
  94. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Researchers use artificial neural network to
  95. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] power grids in peril
  96. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] New Neuronet theory
  97. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Linguistics
  98. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Guess this painting!!
  99. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] lions and tigers and snow leopards
  100. 2017-02-11 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Movie of the Week
  101. 2017-02-10 Paul Robert Marino <prmarino1-at-gmail.com> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | I
  102. 2017-02-12 ruben <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] anyone know what is this
  103. 2017-02-12 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] anyone know what is this
  104. 2017-02-12 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] fellowship positition
  105. 2017-02-12 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] aptget
  106. 2017-02-12 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Trump Economics and Lou Costello teaches about a
  107. 2017-02-12 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Guess this painting!!
  108. 2017-02-12 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Name the artist and the work..
  109. 2017-02-13 Gabor Szabo <gabor-at-szabgab.com> Subject: [Hangout-NYLXS] [Perlweekly] #290 - Interview at FOSDEM
  110. 2017-02-01 Dirk Jagdmann <doj-at-cubic.org> Re: [Hangout-NYLXS] Passing encrypted base64 encoded value via href
  111. 2017-02-13 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Guess this painting!!
  112. 2017-02-13 ruben <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Guess this painting!!
  113. 2017-02-13 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Guess this painting!!
  114. 2017-02-13 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Guess this painting!!
  115. 2017-02-13 ISOC-NY announcements <announce-at-lists.isoc-ny.org> Re: [Hangout-NYLXS]
  116. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Patent Trolls Delux
  117. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Microsofts new stratergy to beat linux | | I
  118. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Fwd: [isoc-ny] Fwd: EVENT TONIGHT: The Internet of
  119. 2017-02-13 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] Fwd: [isoc-ny] Fwd: EVENT TONIGHT: The Internet
  120. 2017-02-13 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Fwd: [isoc-ny] Fwd: EVENT TONIGHT: The Internet
  121. 2017-02-13 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Guess this painting!!
  122. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Geological floods
  123. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Amature Radio
  124. 2017-02-13 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Amature Radio
  125. 2017-02-13 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Artificial Intelligence Gets Aggressive Without
  126. 2017-02-14 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Geological floods
  127. 2017-02-14 From: "American Museum of Natural History" <mat-at-amnh.org> Subject: [Hangout-NYLXS] Tomorrow Is The Last Day for MAT Applications
  128. 2017-02-14 From: "IEEE The Institute"<tialert-at-ieee.org> Subject: [Hangout-NYLXS] The Institute Online: Can Amazon's Echo Device Help
  129. 2017-02-14 Charlotte Danes <charlotted-at-schoolingadvisor.com> Subject: [Hangout-NYLXS] NYLXS - The Free Software Institute
  130. 2017-02-15 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Just a reminder
  131. 2017-02-15 IEEE Engineering in Medicine and Biology Society <noreply-at-embs.org> Subject: [Hangout-NYLXS] EMBC Paper Submission DEADLINE is
  132. 2017-02-15 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] aptget
  133. 2017-02-15 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] aptget
  134. 2017-02-16 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] aptget
  135. 2017-02-16 ruben <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] chew on this
  136. 2017-02-16 ruben <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Next Picute
  137. 2017-02-16 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Next Picture
  138. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] aptget
  139. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] aptget
  140. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] Next Picture
  141. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Fwd: Sherry
  142. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Name the Artist and the Work
  143. 2017-02-16 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] aptget: | | it was not wasted !
  144. 2017-02-16 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] aptget: | | RS: I thought you were an OpenSuse
  145. 2017-02-16 Ruben Safir <ruben-at-mrbrklyn.com> Re: [Hangout-NYLXS] aptget: | | RS: I thought you were an OpenSuse
  146. 2017-02-16 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] aptget: | | RS: . Audience was about 70% male (
  147. 2017-02-16 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] Next Picture
  148. 2017-02-16 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Next Picture
  149. 2017-02-16 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] Next Picture
  150. 2017-02-16 ISOC-NY announcements <announce-at-lists.isoc-ny.org> Subject: [Hangout-NYLXS] [isoc-ny] WEBCAST TONIGHT: The Future of Digital
  151. 2017-02-17 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Living with NASA
  152. 2017-02-17 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] The MTA is so fucked up
  153. 2017-02-17 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] The MTA is so f****d up | | Join the MTA and
  154. 2017-02-17 ruben <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Fwd: [isoc-ny] WEBCAST TONIGHT: The Future of
  155. 2017-02-17 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] aptget: | | it was not wasted !
  156. 2017-02-19 Rick Moen <rick-at-linuxmafia.com> Subject: [Hangout-NYLXS] (forw) QA & Tech Support Engineer (NYC)
  157. 2017-02-20 Rick Moen <rick-at-linuxmafia.com> Subject: [Hangout-NYLXS] Duplicity (2009 film)
  158. 2017-02-20 Gabor Szabo <gabor-at-szabgab.com> Subject: [Hangout-NYLXS] [Perlweekly] #291 - FOSDEM videos
  159. 2017-02-20 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] movie of the week
  160. 2017-02-21 ruben <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] technologywith fossils
  161. 2017-02-22 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] exo-planets
  162. 2017-02-22 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] in other news
  163. 2017-02-22 Nicholas Rodin <nikbbwil-at-icloud.com> Re: [Hangout-NYLXS] in other news
  164. 2017-02-22 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] in other news
  165. 2017-02-22 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] in other news
  166. 2017-02-22 James E Keenan <jkeen-at-verizon.net> Subject: [Hangout-NYLXS] February social meeting
  167. 2017-02-23 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] | | | Nick: You cannot be removed without
  168. 2017-02-23 Nicholas Rodin <nikbbwil-at-icloud.com> Re: [Hangout-NYLXS] | | | Nick: You cannot be removed without
  169. 2017-02-23 From: "Mancini, Sabin (DFS)" <Sabin.Mancini-at-dfs.ny.gov> Re: [Hangout-NYLXS] | | | Nick: I get way TOO many emails TO both
  170. 2017-02-23 Nicholas Rodin <nikbbwil-at-icloud.com> Re: [Hangout-NYLXS] | | | Nick: I get way TOO many emails TO both
  171. 2017-02-23 Ruben Safir <mrbrklyn-at-panix.com> Re: [Hangout-NYLXS] | | | Nick: I get way TOO many emails TO both
  172. 2017-02-23 Rick Moen <rick-at-linuxmafia.com> Re: [Hangout-NYLXS] | | | Nick: I get way TOO many emails TO both
  173. 2017-02-24 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] decision making tree for a euler walk
  174. 2017-02-24 IEEE Engineering in Medicine and Biology Society <noreply-at-embs.org> Subject: [Hangout-NYLXS] Your EMB Weekly Newsletter is HERE!!!!
  175. 2017-02-28 Ruben Safir <ruben-at-mrbrklyn.com> Subject: [Hangout-NYLXS] Peer Review
  176. 2017-02-27 James E Keenan <jkeen-at-verizon.net> Re: [Hangout-NYLXS] February social meeting + upcoming
  177. 2017-02-28 From: "IEEE The Institute"<tialert-at-ieee.org> Subject: [Hangout-NYLXS] The Institute Online: Straight Out of Sci-Fi,
  178. 2017-02-28 Don Brinkman <Don.Brinkman-at-gov.ab.ca> Re: [Hangout-NYLXS] visit

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