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</o:shapelayout></xml><![endif]--></head><body lang=EN-US link=blue vlink=purple style='word-wrap:break-word'><div class=WordSection1><ol style='margin-top:0in' start=1 type=1><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo1'><span style='font-size:11.0pt'>Download Github Copilot. Add Python module.<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo1'><span style='font-size:11.0pt'>Get a Claude Console subscription. Select Claude Sonnet 3.7 in Github Copilot.<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo1'><span style='font-size:11.0pt'>Open the Chat window and select Agent.<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo1'><span style='font-size:11.0pt'>Enter “Can you write an ABM of U.S. trade that considers the deficit, debt, trade imbalances, and international capital flows. Watch project be populated.<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo1'><span style='font-size:11.0pt'>Press Run.<o:p></o:p></span></li><li class=MsoListParagraph style='margin-left:0in;mso-list:l0 level1 lfo1'><span style='font-size:11.0pt'>Play with dog.<o:p></o:p></span></li></ol><p class=MsoNormal><span style='font-size:11.0pt'><o:p> </o:p></span></p><div style='border:none;border-top:solid #B5C4DF 1.0pt;padding:3.0pt 0in 0in 0in'><p class=MsoNormal style='margin-bottom:12.0pt'><b><span style='font-size:12.0pt;color:black'>From: </span></b><span style='font-size:12.0pt;color:black'>Friam <friam-bounces@redfish.com> on behalf of Pieter Steenekamp <pieters@randcontrols.co.za><br><b>Date: </b>Saturday, April 5, 2025 at 3:45 AM<br><b>To: </b>The Friday Morning Applied Complexity Coffee Group <friam@redfish.com><br><b>Subject: </b>Re: [FRIAM] Fwd: CSSSA April Webinar<o:p></o:p></span></p></div><div><p class=MsoNormal><span style='font-size:11.0pt'>I listened to the above webinar on Agent-Based Modeling (ABM) in Economics and Finance, and would like to share a few reflections:<br><br>It would be wonderful to see this discipline develop further. In fields like transportation planning, ABM has already matured to a point where it arguably outperforms traditional top-down approaches. A few years ago in South Africa, ABM was used in planning a major public transport upgrade in Gauteng. I followed the project closely and, in my view, it was a great success. My friend Johan Joubert led the modeling effort, and the results were impressive.<br><br>But let me return to ABM in the context of Economics and Finance.<br><br>I understand that building effective ABM models in these domains is significantly more challenging than in transportation. Yet, imagine the value if it becomes a reality. The U.S., for example, is grappling with major economic issues: a growing federal deficit, mounting government debt, a persistent trade imbalance, and a population—especially the lower half—feeling economically left behind. Wouldn’t it be exciting if ABM could contribute to practical, data-driven solutions to these kinds of complex problems?<br><br>I was a bit disappointed that the webinar didn’t mention the potential integration of ABM with AI models in the context of Economics and Finance. There’s so much potential here. Large language models (LLMs) could help generate more nuanced and adaptable ABM scenarios, while ABM could provide rich, dynamic environments to train and refine AI models—especially reinforcement learning systems aimed at supporting policy-making. I’m optimistic that this kind of synergy will emerge in the near future.<o:p></o:p></span></p></div><p class=MsoNormal><span style='font-size:11.0pt'><o:p> </o:p></span></p><div><div><p class=MsoNormal><span style='font-size:11.0pt'>On Sat, 29 Mar 2025 at 09:53, Stephen Guerin <<a href="mailto:stephen.guerin@simtable.com">stephen.guerin@simtable.com</a>> wrote:<o:p></o:p></span></p></div><blockquote style='border:none;border-left:solid #CCCCCC 1.0pt;padding:0in 0in 0in 6.0pt;margin-left:4.8pt;margin-right:0in'><div><div><p class=MsoNormal><span style='font-size:11.0pt'><o:p> </o:p></span></p></div><p class=MsoNormal><span style='font-size:11.0pt'><o:p> </o:p></span></p><div><div><p class=MsoNormal><span style='font-size:11.0pt'>---------- Forwarded message ---------<br>From: <strong><span style='font-family:"Calibri",sans-serif'>Computational Social Science Society of the Americas</span></strong> <<a href="mailto:newsletter@computationalsocialscience.org">newsletter@computationalsocialscience.org</a>><br>Date: Fri, Mar 28, 2025, 7:10 PM<br>Subject: CSSSA April Webinar<br>To: <<a href="mailto:stephen.guerin@simtable.com">stephen.guerin@simtable.com</a>><o:p></o:p></span></p></div><p class=MsoNormal style='margin-bottom:12.0pt'><span style='font-size:11.0pt'><o:p> </o:p></span></p><div><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;background:#FAFAFA;border-collapse:collapse' id="m_949694913533429331m_2612549932161359408bodyTable"><tr><td width="100%" valign=top style='width:100.0%;padding:7.5pt 7.5pt 7.5pt 7.5pt' id="m_949694913533429331m_2612549932161359408bodyCell"><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 style='max-width:6.25in;border-collapse:collapse'><tr><td valign=top style='padding:6.75pt 0in 6.75pt 0in;background:cover no-repeat rgb(250,250,250)' id="m_949694913533429331m_2612549932161359408templatePreheader"><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;max-width:100%;min-width:100%;float:left'><tr><td valign=top style='padding:6.75pt 0in 0in 0in;min-width:100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left width="100%" style='width:100.0%;border-collapse:collapse;word-break:break-word'><tr><td valign=top style='padding:0in 13.5pt 6.75pt 13.5pt'><p class=MsoNormal align=center style='text-align:center;line-height:150%'><span style='font-size:9.0pt;line-height:150%;font-family:Helvetica;color:#656565'><a href="https://mailchi.mp/6007323ec35a/csssa-april-webinar?e=8cb4039763"><span style='color:#656565'>View this email in your browser</span></a> <o:p></o:p></span></p></td></tr></table></td></tr></table></td></tr><tr><td valign=top style='padding:6.75pt 0in 0in 0in;background:cover no-repeat rgb(255,255,255)' id="m_949694913533429331m_2612549932161359408templateHeader"><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;min-width:100%'><tr><td valign=top style='padding:6.75pt 6.75pt 6.75pt 6.75pt;min-width:100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left width="100%" style='width:100.0%;border-collapse:collapse;min-width:100%;float:left'><tr><td valign=top style='padding:0in 6.75pt 0in 6.75pt'><p class=MsoNormal align=center style='text-align:center'><span style='font-size:11.0pt;border:solid windowtext 1.0pt;padding:0in'><img border=0 width=216 height=216 style='width:2.25in;height:2.25in' id="_x0000_i1030" src="cid:~WRD0001.jpg" alt="Image removed by sender."></span><span style='font-size:11.0pt'><o:p></o:p></span></p></td></tr></table></td></tr></table></td></tr><tr><td valign=top style='border:none;border-bottom:solid #EAEAEA 1.5pt;padding:0in 0in 6.75pt 0in;background:cover no-repeat rgb(255,255,255)' id="m_949694913533429331m_2612549932161359408templateBody"><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;min-width:100%'><tr><td valign=top style='padding:6.75pt 0in 0in 0in;min-width:100%'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left width="100%" style='width:100.0%;border-collapse:collapse;max-width:100%;min-width:100%;float:left'><tr><td valign=top style='padding:0in 13.5pt 6.75pt 13.5pt'><div><h1 style='mso-margin-top-alt:.05pt;margin-right:0in;margin-bottom:0in;margin-left:5.65pt;line-height:125%'><span style='font-size:10.5pt;line-height:125%;font-family:"Arial",sans-serif;color:#202020'>Dear CSSSA members,<br>We are very excited to host <strong><span style='font-family:"Arial",sans-serif'>Robert Axtell and Doyne Farmer</span></strong> discussing<strong><span style='font-family:"Arial",sans-serif'> “Agent-Based Modeling in the Economics and Finence</span></strong>” in our 2025 webinar series on <strong><span style='font-family:"Arial",sans-serif'>Wednesday, April 2nd, at 10 am (ET) . </span></strong><a href="https://computationalsocialscience.us9.list-manage.com/track/click?u=4f667f8d01c7a2b9a0490726c&id=2172fd08e1&e=8cb4039763"><strong><span style='font-family:"Arial",sans-serif;color:green'>Click here to register for the webinar</span></strong></a></span><span style='font-size:13.0pt;line-height:125%;font-family:"Arial",sans-serif;color:#202020'><o:p></o:p></span></h1><p class=MsoNormal style='line-height:125%'><span style='font-size:12.0pt;line-height:125%;font-family:Helvetica;color:#202020'><br><span style='border:solid windowtext 1.0pt;padding:0in'><img border=0 width=600 height=337 style='width:6.25in;height:3.5104in' id="_x0000_i1029" src="cid:~WRD0001.jpg" alt="Image removed by sender."></span><br><br> <o:p></o:p></span></p><p style='mso-margin-top-alt:7.5pt;margin-right:0in;margin-bottom:7.5pt;margin-left:0in;line-height:150%'><span style='font-size:12.0pt;line-height:150%;font-family:Helvetica;color:#202020'><br></span><strong><span style='font-size:9.0pt;line-height:150%;font-family:"Arial",sans-serif;color:#202020'>Abstract</span></strong><span style='font-size:12.0pt;line-height:150%;font-family:Helvetica;color:#202020'><br>In a long paper in the <em><span style='font-family:Helvetica'>Journal of Economic Literature</span></em> Axtell and Farmer review agent-based modeling (ABM) in economics and finance and highlight how it can be used to relax conventional assumptions in standard models. ABM has enriched the understanding of markets, industrial organization, labor, macro, development, and environmental economics. In finance, substantial accomplishments include understanding clustered volatility, market impact, systemic risk, and housing markets. A vision is presented for how ABMs might be used in the future to build more realistic models of the economy. Hurdles that must be overcome to achieve this are discussed. Their paper includes more than 800 references including many from adjacent fields.<br> <br>Biographs<br><strong><span style='font-family:Helvetica'>Professor Axtell</span></strong> is the author, with Joshua Epstein, of Growing Artificial Societies: Social Science from the Bottom Up (MIT Press). His research has appeared in <em><span style='font-family:Helvetica'>Science</span></em>, <em><span style='font-family:Helvetica'>Nature</span></em>, <em><span style='font-family:Helvetica'>Proceedings of the National Academy of Sciences</span></em>, as well as in leading field-specific journals such as <em><span style='font-family:Helvetica'>The Journal of Economic Literature, The American Economic Review</span></em>, <em><span style='font-family:Helvetica'>The Economic</span></em> <em><span style='font-family:Helvetica'>Journal</span></em>, and many others. His research has been reprised in newspapers (e.g., <em><span style='font-family:Helvetica'>Wall St. Journal</span></em>, <em><span style='font-family:Helvetica'>Los Angeles Times</span></em>, <em><span style='font-family:Helvetica'>Washington Post</span></em>) and science magazines (e.g., <em><span style='font-family:Helvetica'>Scientific American</span></em>, <em><span style='font-family:Helvetica'>Technology Review, Wired</span></em>). For the past decade he has been using microdata on individuals to build large-scale models of the Financial Crisis of 2008-9 (with JD Farmer, Oxford, and J Geanakoplos, Yale), the dynamics of business firms (with O Guerrero, Turing Institute), and natural resource exploitation, e.g., fisheries (with UC Santa Barbara, Oxford, and the Ocean Conservancy). The research on companies is described at length in a forthcoming book, ‘Dynamics of Firms from the Bottom Up: Data, Theories, and Models’, due out next year, which uses U.S. micro-data on firm sizes, ages, growth rates, networks, and locations to create a model at 1:1 scale with the American economy.<br> <br><strong><span style='font-family:Helvetica'>Prof. Doyne Farmer</span></strong> is an American complex systems scientist and entrepreneur with interests in chaos theory, complexity and econophysics. He has published papers in <em><span style='font-family:Helvetica'>Science</span></em> and <em><span style='font-family:Helvetica'>Nature</span></em> as well as leading economics journals like the <em><span style='font-family:Helvetica'>Journal of Economic Behavior & Organization</span></em>. He is Baillie Gifford Professor of Complex Systems Science at the Smith School of Enterprise and the Environment, Oxford University, where he is also director of the Complexity Economics programme at the Institute for New Economic Thinking at the Oxford Martin School. Additionally, he is an external professor at the Santa Fe Institute. His current research is on complexity economics, focusing on systemic risk in financial markets and technological progress. He has recently published a book entitled ‘Making Sense of Chaos: A Better Economics for a Better World.’<br><br></span><span style='font-size:9.0pt;line-height:150%;font-family:"Arial",sans-serif;color:#202020'>CSSSA Secretary is inviting you to a scheduled Zoom meeting.<br><br>Topic: CSSSA April Webinar<br>Time: Apr 2, 2025 10:00 AM Eastern Time (US and Canada)<br>Join Zoom Meeting<br><a href="https://us02web.zoom.us/j/82181451627?pwd=uYQJrmdphT9pefWvGKbhQgxQby3beG.1">https://us02web.zoom.us/j/82181451627?pwd=uYQJrmdphT9pefWvGKbhQgxQby3beG.1</a><br><br>Meeting ID: 821 8145 1627<br>Passcode: csssa2025<br><br>---<br><br>One tap mobile<br>+13126266799,,82181451627#,,,,*806775015# US (Chicago)<br>+16469313860,,82181451627#,,,,*806775015# US<br><br>---<br><br>Dial by your location<br>• +1 312 626 6799 US (Chicago)<br>• +1 646 931 3860 US<br>• +1 929 436 2866 US (New York)<br>• +1 301 715 8592 US (Washington DC)<br>• +1 305 224 1968 US<br>• +1 309 205 3325 US<br>• +1 253 205 0468 US<br>• +1 253 215 8782 US (Tacoma)<br>• +1 346 248 7799 US (Houston)<br>• +1 360 209 5623 US<br>• +1 386 347 5053 US<br>• +1 507 473 4847 US<br>• +1 564 217 2000 US<br>• +1 669 444 9171 US<br>• +1 669 900 6833 US (San Jose)<br>• +1 689 278 1000 US<br>• +1 719 359 4580 US<br><br>Meeting ID: 821 8145 1627<br>Passcode: 806775015<br><br>Find your local number: <a href="https://us02web.zoom.us/u/kZvnFw7jt">https://us02web.zoom.us/u/kZvnFw7jt</a></span><span style='font-size:12.0pt;line-height:150%;font-family:Helvetica;color:#202020'><br><br> <o:p></o:p></span></p></div></td></tr></table></td></tr></table></td></tr><tr><td valign=top style='padding:6.75pt 0in 6.75pt 0in;background:cover no-repeat rgb(250,250,250)' id="m_949694913533429331m_2612549932161359408templateFooter"><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;min-width:100%'><tr><td style='padding:7.5pt 13.5pt 18.75pt 13.5pt;min-width:100%'><table class=MsoNormalTable border=1 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;border:none;min-width:100%'><tr><td style='border:none;border-top:solid #EEEEEE 1.5pt;padding:0in 0in 0in 0in;min-width:100%'></td></tr></table></td></tr></table><p class=MsoNormal><span style='font-size:11.0pt'><o:p> </o:p></span></p><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;min-width:100%'><tr><td valign=top style='padding:6.75pt 6.75pt 6.75pt 6.75pt'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;min-width:100%'><tr><td style='padding:0in 6.75pt 0in 6.75pt'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse;min-width:100%'><tr><td valign=top style='padding:6.75pt 6.75pt 0in 6.75pt'><div align=center><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 style='border-collapse:collapse;float:left'><tr><td valign=top style='padding:0in 0in 0in 0in'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left style='border-collapse:collapse;float:left'><tr><td valign=top style='padding:0in 7.5pt 6.75pt 0in'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 width="100%" style='width:100.0%;border-collapse:collapse'><tr><td style='padding:3.75pt 7.5pt 3.75pt 6.75pt'><table class=MsoNormalTable border=0 cellspacing=0 cellpadding=0 align=left width=0 style='border-collapse:collapse'><tr><td width=24 style='width:.25in;padding:0in 0in 0in 0in'><p class=MsoNormal align=center style='text-align:center'><a href="https://computationalsocialscience.us9.list-manage.com/track/click?u=4f667f8d01c7a2b9a0490726c&id=258f171510&e=8cb4039763"><span style='font-size:11.0pt;color:windowtext;text-decoration:none'><span style='color:#0563C1;border:solid windowtext 1.0pt;padding:0in'><img border=0 width=24 height=24 style='width:.25in;height:.25in' id="_x0000_i1028" src="cid:~WRD0001.jpg" alt="Image removed by sender. 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