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 <!-- Automatically generated by emacsconf-publish-before-page -->
 [[!toc  ]]
-Format: 42-min talk			; Q&A: BigBlueButton conference room Etherpad: <https://pad.emacsconf.org/2025-private-ai>  
+Format: 40-min talk			; Q&A: BigBlueButton conference room Etherpad: <https://pad.emacsconf.org/2025-private-ai>  
 Etherpad: <https://pad.emacsconf.org/2025-private-ai>  
-Status: TO_INDEX_QA  
+Status: Q&A to be extracted from the room recordings  
 
 
 
 
 
-<div class="vid mainVideo"><video controls preload="none" id="mainVideo-private-ai"><source src="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--original.m4v" />captions="""<track label="English" kind="captions" srclang="en" src="/2025/captions/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.vtt" default />"""<p><em>Your browser does not support the video tag. Please download the video instead.</em></p></video><div></div>Duration: 41:52 minutes<div class="files resources"><ul><li><a href="https://pad.emacsconf.org/2025-private-ai">Open Etherpad</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--intro.vtt">Download --intro.vtt</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--intro.webm">Download --intro.webm</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.opus">Download --main.opus (3MB)</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.png">Download --main.png</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.vtt">Download --main.vtt</a> (unedited)</li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.webm">Download --main.webm (44MB)</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--slides.pdf">Download --slides.pdf</a></li><li><a href="https://www.youtube.com/watch?v=zN3_vNaLheU">View on Youtube</a></li></ul></div></div>
+# Talk
+
+<div class="vid mainVideo"><video controls preload="none" id="mainVideo-private-ai"><source src="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.webm" />captions="""<track label="English" kind="captions" srclang="en" src="/2025/captions/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.vtt" default />"""<track kind="chapters" label="Chapters" src="/2025/captions/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main--chapters.vtt" /><p><em>Your browser does not support the video tag. Please download the video instead.</em></p></video>[[!template id="chapters" vidid="mainVideo-private-ai" data="""
+00:00.000 Introduction
+00:48.180 Overview of talk
+01:08.060 Why private AI?
+03:16.020 What do I need for private AI?
+05:16.348 Emacs and private AI
+06:13.220 Pieces for an AI Emacs solution
+07:56.340 Config file
+08:52.100 Demo: Who was David Bowie?
+10:21.700 Hallucinations
+10:42.180 Next question: What are sea monkeys?
+11:57.180 Writing Hello World in Emacs Lisp
+12:32.580 Pieces for a better solution
+13:36.900 What about the license?
+14:56.580 Are there open source data model options?
+15:14.520 Things to know
+20:07.420 Q: Why is the David Bowie question a good one for testing a model? e.g. does it fail in interesting ways?
+21:30.740 Q: What specific tasks do you use local AI for?
+22:16.880 Q: Have you used any small domain-specific LLMs? What are the kinds of tasks they specialize in, and how do I find and use them?
+22:46.540 Q: Are the various models updated regularly? Can you add your own data to pre-built models?
+23:48.056 Q: What is your experience with RAG? Are you using them and how have they helped?
+24:38.834 Q: Thoughts on running things on AWS/digital ocean instances, etc?
+25:31.078 Q: What has your experience been using AI for cyber security applications? What do you usually use it for?
+26:59.660 Q: Is there a disparity where you go to paid models becouse they are better and what problems would those be?
+28:14.126 Q: What's the largest (in parameter size) local model you've been able to successfully run locally, and do you run into issues with limited context window size?
+29:52.380 Q: Are there "Free" as in FSF/open source issues with the data?
+31:09.557 Q: Given that large AI companies are openly stealing IP and copyright, thereby eroding the authority of such law (and eroding truth itself as well), can you see a future where IP & copyright flaw become untenable and what sort of onwards effect might that have?
+32:18.060 Comment: File size is not going to be the bottleneck, your RAM is.
+34:46.900 Q: Have you used local models capable of tool-calling?
+35:44.860 Q: Will the models reach out to the web if they need to for more info?
+36:31.300 Q: What scares you most about agentic tools? How would you think about putting a sandbox around it if you adopt an agentic workflow?
+37:36.578 Q: Tool calling can be read-only, such as giving models the ability to search the web before answersing your question. (No write access or execute access) I'm interested to know if local models are any good at calling tools, though.
+38:41.660 Wrapping up
+
+"""]]<div></div>Duration: 39:34 minutes<div class="files resources"><ul><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--intro.vtt">Download --intro.vtt</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--intro.webm">Download --intro.webm</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main--chapters.vtt">Download --main--chapters.vtt</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.opus">Download --main.opus (3MB)</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.png">Download --main.png</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.vtt">Download --main.vtt</a> (unedited)</li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.webm">Download --main.webm (88MB)</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--slides.pdf">Download --slides.pdf</a></li><li><a href="https://toobnix.org/videos/watch/c975beb7-0052-4891-8edc-328c57f6558e">View on Toobnix</a></li><li><a href="https://www.youtube.com/watch?v=zN3_vNaLheU">View on Youtube</a></li></ul></div></div>
+
+# Q&A
+
+<div class="vid qanda"><div></div><div class="files resources"><ul><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--intro.vtt">Download --intro.vtt</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--intro.webm">Download --intro.webm</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main--chapters.vtt">Download --main--chapters.vtt</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.opus">Download --main.opus (3MB)</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.png">Download --main.png</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.vtt">Download --main.vtt</a> (unedited)</li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--main.webm">Download --main.webm (88MB)</a></li><li><a href="https://media.emacsconf.org/2025/emacsconf-2025-private-ai--emacs-and-private-ai-a-great-match--aaron-grothe--slides.pdf">Download --slides.pdf</a></li></ul></div></div>
 # Description
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