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feat: add attendee list for #251
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==== Attendees

. link:https://twitter.com/BafnaAbhigyan[Abhigyan Bafna^]
. link:https://x.com/Alpastx[Alpesh Bhagwatkar^]
. link:https://linkedin.com/in/aniket-kadam-65b172a8[Aniket Kadam^]
. link:https://twitter.com/harshgkapadia[Harsh Kapadia^]
. link:https://twitter.com/furtado_jaden[Jaden Furtado^]
. link:https://twitter.com/rishit_dagli[Rishit Dagli^]
. link:https://twitter.com/swpnlbrkr[Swapnil Borkar^]
. link:https://twitter.com/WilfredAlmeida_[Wilfred Almeida^]
. Ayush
. Ayush More
. Chetan Jangir
. Krupal Vasani
. Lucky Mee
. Manan Gandhi
. Mohammad Kaif
. Nebuluak
. Nirmal Panchal
. Sahil Bansal
57 changes: 57 additions & 0 deletions summary/sessions/251/content.adoc
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Original file line numberDiff line numberDiff line change
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Date: 30-08-2025

Duration: 3 hours,4 minutes

==== Topics Discussed

* Ayush kicked off a discussion on probability and algorithms, specifically diving into entropy encoders like Huffman, Arithmetic, rANS, and tANS.
** He broke down concepts like `Log2(number of symbols)` and `2^n` in coding.
** He also explained arithmetic coding, highlighting its efficiency from `O(2^n)` to `O(n)`, and touched on cumulative frequency and probability functions.
*** link:https://stanforddatacompressionclass.github.io/Fall22/lectures[Stanford Data Compression Class Lectures^]
* Lucky Mee, who's returning to tech after some time, asked for advice.
** Harsh strongly suggested focusing on system designs and also emphasized the importance of planning thoroughly before execution.
* Abhigyan showcased his project on stock analysis using AI agents.
** He shared a research report he generated from the agents and demonstrated how these reports provided structured outputs, detailing weaknesses, strengths, conclusions, graphs, and metrics.
*** link:https://www.deeplearning.ai/the-batch[DeepLearning.AI The Batch Newsletter^]
*** link:https://platform.openai.com/docs/guides/structured-outputs[OpenAI Guides: Structured Outputs^]
* Chetan Jahangir shared some insights about Builder AI.
** He mentioned how the company allegedly scammed Microsoft.
** This sparked a conversation about how we should approach data derived from AI and LLMs.
* Ayush provided an update on his SIH project.
** He's concentrating on smart system design for hardware.
** He's currently learning about the STM32 microprocessor.
*** link:https://en.wikipedia.org/wiki/STM32[STM32 Wikipedia^]
*** link:https://www.st.com/en/evaluation-tools/stm32-nucleo-boards.html[STM32 Nucleo Boards - STMicroelectronics^]
* Harsh questioned how MCP (Multiple Connected Models) relates to agentic AI.
** Abhigyan and Chetan clarified that it's essentially multiple models linked to a central one.
** They illustrated this with an example: a request for a weather update goes to the MCP, which then routes it to various models, with the configuration depending on the user.
* Chetan Jahangir sought advice on getting started with research papers.
** He asked for tips on how to begin and how to connect with people who write research papers to get involved and share knowledge.
** Rishit suggested reaching out to seniors and their professors.
*** link:https://icml.cc/Conferences/2022/BestPractices[ICML 2022 Best Practices for Research^]
* Swapnil Borkar discussed AI and its impact on jobs.
** He shared concerns about how AI could threaten junior roles if not utilized effectively.
* Jaden Furtado talked about UPI, UPI Lite, and UPI Lite X.
** link:https://www.npci.org.in/what-we-do/upi-lite/product-overview[UPI Lite Product Overview - NPCI^]
** link:https://www.npci.org.in/what-we-do/upi-lite/upi-lite-x/product-overview[UPI Lite X Product Overview - NPCI^]
* Additional resources and links
** link:https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf[A Mathematical Theory of Communication by C. E. Shannon^]
** link:https://stanforddatacompressionclass.github.io/Fall22[Stanford Data Compression Course Home^]
** link:https://youtu.be/BiuknvAYDPs[OTC Talks #7: The Browser Backstage - Peek-in-Perf by @VivekGalatage^]
** link:https://youtu.be/8_GgeASwHwQ[Google’s nano banana just killed Photoshop... let’s run it - Fireship^]
** link:https://youtu.be/QgVR1dxy6zk[it only took 2 lines of code... - Low Level^]
** link:https://youtu.be/fpkCNu_dzcM[CPU Summary - Computerphile^]
** link:https://youtu.be/tnPAhVxsPHE[Your iPhone is Lying to You About Files... - LaurieWired^]
** link:https://youtu.be/D4hNLgJmshg[The Operating System Known As GNU/Linux - Brodie Robertson^]
** link:https://youtu.be/O9QD9an-0jU[well this isn't great... - Low Level^]
** link:https://youtu.be/pOF11EDprxc[Deno vs Oracle: The ugly custody battle for JavaScript… - Fireship^]
** link:https://youtu.be/rcBVqcoQkuA([Bash Pipes in C - Tsoding Daily^]
** link:https://youtu.be/_bbuRFT2l-Q[AI Trends in 2025 - Gaurav Sen^]
** link:https://youtu.be/2JzOe1Hs26Q[Accidentally Built a Nuclear Supercomputer. - PewDiePie^]
** link:https://youtu.be/fzlflyw7X2I[The Next Big SHA? SHA3 Sponge Function Explained - Computerphile^]
** link:https://youtu.be/55MwAlcpvK4[The Operating System Known As Linux - Brodie Robertson^]
** link:https://ai.pydantic.dev/agents[Pydantic AI Agents Documentation^]
** link:https://youtu.be/PhCrlpUwEhU[Agentic RAG: An End-to-End Open Source Framework - Weaviate^]
** link:https://medium.com/@thomas_78526/builder-ai-was-a-scam-d1f8fdd16c3f[Builder.ai Was a Scam - Medium Article^]
** link:https://github.com/TecharoHQ/anubis[Anubis GitHub Project (TecharoHQ)^]
** link:https://www.beatflow.art[Beatflow Art Platform^]
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
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var __re = new RegExp('^' + "github\\.com" + '

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ankushhKapoor
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Create attendees.adoc


Ayushmore1214 Aug 5, 2025
384fa09

feat: add final summary #251 content


Ayushmore1214 Sep 22, 2025
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Delete summary/sessions/246/attendees.adoc


Ayushmore1214 Sep 22, 2025
7e756a3

Fix link formatting in content.adoc


Ayushmore1214 Sep 23, 2025
12f19a6

feat: add attendee list for #251


Ayushmore1214 Sep 24, 2025
dc6768b

Update summary/sessions/251/attendees.adoc


Ayushmore1214 Sep 26, 2025
8228772

Fix formatting of links in content.adoc


Ayushmore1214 Sep 26, 2025
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Update content.adoc


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==== Attendees

. link:https://twitter.com/BafnaAbhigyan[Abhigyan Bafna^]
. link:https://x.com/Alpastx[Alpesh Bhagwatkar^]
. link:https://linkedin.com/in/aniket-kadam-65b172a8[Aniket Kadam^]
. link:https://twitter.com/harshgkapadia[Harsh Kapadia^]
. link:https://twitter.com/furtado_jaden[Jaden Furtado^]
. link:https://twitter.com/rishit_dagli[Rishit Dagli^]
. link:https://twitter.com/swpnlbrkr[Swapnil Borkar^]
. link:https://twitter.com/WilfredAlmeida_[Wilfred Almeida^]
. Ayush
. Ayush More
. Chetan Jangir
. Krupal Vasani
. Lucky Mee
. Manan Gandhi
. Mohammad Kaif
. Nebuluak
. Nirmal Panchal
. Sahil Bansal

57 changes: 57 additions & 0 deletions
summary/sessions/251/content.adoc

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,57 @@
Date: 30-08-2025

Duration: 3 hours,4 minutes

==== Topics Discussed

* Ayush kicked off a discussion on probability and algorithms, specifically diving into entropy encoders like Huffman, Arithmetic, rANS, and tANS.
 ** He broke down concepts like `Log2(number of symbols)` and `2^n` in coding.
 ** He also explained arithmetic coding, highlighting its efficiency from `O(2^n)` to `O(n)`, and touched on cumulative frequency and probability functions.
 *** link:https://stanforddatacompressionclass.github.io/Fall22/lectures[Stanford Data Compression Class Lectures^]
* Lucky Mee, who's returning to tech after some time, asked for advice.
 ** Harsh strongly suggested focusing on system designs and also emphasized the importance of planning thoroughly before execution.
* Abhigyan showcased his project on stock analysis using AI agents.
 ** He shared a research report he generated from the agents and demonstrated how these reports provided structured outputs, detailing weaknesses, strengths, conclusions, graphs, and metrics.
 *** link:https://www.deeplearning.ai/the-batch[DeepLearning.AI The Batch Newsletter^]
 *** link:https://platform.openai.com/docs/guides/structured-outputs[OpenAI Guides: Structured Outputs^]
* Chetan Jahangir shared some insights about Builder AI.
 ** He mentioned how the company allegedly scammed Microsoft.
 ** This sparked a conversation about how we should approach data derived from AI and LLMs.
* Ayush provided an update on his SIH project.
 ** He's concentrating on smart system design for hardware.
 ** He's currently learning about the STM32 microprocessor.
 *** link:https://en.wikipedia.org/wiki/STM32[STM32 Wikipedia^]
 *** link:https://www.st.com/en/evaluation-tools/stm32-nucleo-boards.html[STM32 Nucleo Boards - STMicroelectronics^]
* Harsh questioned how MCP (Multiple Connected Models) relates to agentic AI.
 ** Abhigyan and Chetan clarified that it's essentially multiple models linked to a central one.
 ** They illustrated this with an example: a request for a weather update goes to the MCP, which then routes it to various models, with the configuration depending on the user.
* Chetan Jahangir sought advice on getting started with research papers.
 ** He asked for tips on how to begin and how to connect with people who write research papers to get involved and share knowledge.
 ** Rishit suggested reaching out to seniors and their professors.
 *** link:https://icml.cc/Conferences/2022/BestPractices[ICML 2022 Best Practices for Research^]
* Swapnil Borkar discussed AI and its impact on jobs.
 ** He shared concerns about how AI could threaten junior roles if not utilized effectively.
* Jaden Furtado talked about UPI, UPI Lite, and UPI Lite X.
 ** link:https://www.npci.org.in/what-we-do/upi-lite/product-overview[UPI Lite Product Overview - NPCI^]
 ** link:https://www.npci.org.in/what-we-do/upi-lite/upi-lite-x/product-overview[UPI Lite X Product Overview - NPCI^]
* Additional resources and links
	** link:https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf[A Mathematical Theory of Communication by C. E. Shannon^]
 ** link:https://stanforddatacompressionclass.github.io/Fall22[Stanford Data Compression Course Home^]
 ** link:https://youtu.be/BiuknvAYDPs[OTC Talks #7: The Browser Backstage - Peek-in-Perf by @VivekGalatage^]
 ** link:https://youtu.be/8_GgeASwHwQ[Google’s nano banana just killed Photoshop... let’s run it - Fireship^]
 ** link:https://youtu.be/QgVR1dxy6zk[it only took 2 lines of code... - Low Level^]
 ** link:https://youtu.be/fpkCNu_dzcM[CPU Summary - Computerphile^]
 ** link:https://youtu.be/tnPAhVxsPHE[Your iPhone is Lying to You About Files... - LaurieWired^]
 ** link:https://youtu.be/D4hNLgJmshg[The Operating System Known As GNU/Linux - Brodie Robertson^]
 ** link:https://youtu.be/O9QD9an-0jU[well this isn't great... - Low Level^]
 ** link:https://youtu.be/pOF11EDprxc[Deno vs Oracle: The ugly custody battle for JavaScript… - Fireship^]
 ** link:https://youtu.be/rcBVqcoQkuA([Bash Pipes in C - Tsoding Daily^]
 ** link:https://youtu.be/_bbuRFT2l-Q[AI Trends in 2025 - Gaurav Sen^]
 ** link:https://youtu.be/2JzOe1Hs26Q[Accidentally Built a Nuclear Supercomputer. - PewDiePie^]
 ** link:https://youtu.be/fzlflyw7X2I[The Next Big SHA? SHA3 Sponge Function Explained - Computerphile^]
 ** link:https://youtu.be/55MwAlcpvK4[The Operating System Known As Linux - Brodie Robertson^]
 ** link:https://ai.pydantic.dev/agents[Pydantic AI Agents Documentation^]
 ** link:https://youtu.be/PhCrlpUwEhU[Agentic RAG: An End-to-End Open Source Framework - Weaviate^]
 ** link:https://medium.com/@thomas_78526/builder-ai-was-a-scam-d1f8fdd16c3f[Builder.ai Was a Scam - Medium Article^]
 ** link:https://github.com/TecharoHQ/anubis[Anubis GitHub Project (TecharoHQ)^]
 ** link:https://www.beatflow.art[Beatflow Art Platform^]
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if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
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 Merged

ankushhKapoor
merged 8 commits into

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Sep 26, 2025
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Add summary 251 final
#300
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Create attendees.adoc


Ayushmore1214 Aug 5, 2025
384fa09

feat: add final summary #251 content


Ayushmore1214 Sep 22, 2025
d4678a0

Delete summary/sessions/246/attendees.adoc


Ayushmore1214 Sep 22, 2025
7e756a3

Fix link formatting in content.adoc


Ayushmore1214 Sep 23, 2025
12f19a6

feat: add attendee list for #251


Ayushmore1214 Sep 24, 2025
dc6768b

Update summary/sessions/251/attendees.adoc


Ayushmore1214 Sep 26, 2025
8228772

Fix formatting of links in content.adoc


Ayushmore1214 Sep 26, 2025
9d9a3d7

Update content.adoc


ankushhKapoor Sep 26, 2025

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==== Attendees

. link:https://twitter.com/BafnaAbhigyan[Abhigyan Bafna^]
. link:https://x.com/Alpastx[Alpesh Bhagwatkar^]
. link:https://linkedin.com/in/aniket-kadam-65b172a8[Aniket Kadam^]
. link:https://twitter.com/harshgkapadia[Harsh Kapadia^]
. link:https://twitter.com/furtado_jaden[Jaden Furtado^]
. link:https://twitter.com/rishit_dagli[Rishit Dagli^]
. link:https://twitter.com/swpnlbrkr[Swapnil Borkar^]
. link:https://twitter.com/WilfredAlmeida_[Wilfred Almeida^]
. Ayush
. Ayush More
. Chetan Jangir
. Krupal Vasani
. Lucky Mee
. Manan Gandhi
. Mohammad Kaif
. Nebuluak
. Nirmal Panchal
. Sahil Bansal

57 changes: 57 additions & 0 deletions
summary/sessions/251/content.adoc

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,57 @@
Date: 30-08-2025

Duration: 3 hours,4 minutes

==== Topics Discussed

* Ayush kicked off a discussion on probability and algorithms, specifically diving into entropy encoders like Huffman, Arithmetic, rANS, and tANS.
 ** He broke down concepts like `Log2(number of symbols)` and `2^n` in coding.
 ** He also explained arithmetic coding, highlighting its efficiency from `O(2^n)` to `O(n)`, and touched on cumulative frequency and probability functions.
 *** link:https://stanforddatacompressionclass.github.io/Fall22/lectures[Stanford Data Compression Class Lectures^]
* Lucky Mee, who's returning to tech after some time, asked for advice.
 ** Harsh strongly suggested focusing on system designs and also emphasized the importance of planning thoroughly before execution.
* Abhigyan showcased his project on stock analysis using AI agents.
 ** He shared a research report he generated from the agents and demonstrated how these reports provided structured outputs, detailing weaknesses, strengths, conclusions, graphs, and metrics.
 *** link:https://www.deeplearning.ai/the-batch[DeepLearning.AI The Batch Newsletter^]
 *** link:https://platform.openai.com/docs/guides/structured-outputs[OpenAI Guides: Structured Outputs^]
* Chetan Jahangir shared some insights about Builder AI.
 ** He mentioned how the company allegedly scammed Microsoft.
 ** This sparked a conversation about how we should approach data derived from AI and LLMs.
* Ayush provided an update on his SIH project.
 ** He's concentrating on smart system design for hardware.
 ** He's currently learning about the STM32 microprocessor.
 *** link:https://en.wikipedia.org/wiki/STM32[STM32 Wikipedia^]
 *** link:https://www.st.com/en/evaluation-tools/stm32-nucleo-boards.html[STM32 Nucleo Boards - STMicroelectronics^]
* Harsh questioned how MCP (Multiple Connected Models) relates to agentic AI.
 ** Abhigyan and Chetan clarified that it's essentially multiple models linked to a central one.
 ** They illustrated this with an example: a request for a weather update goes to the MCP, which then routes it to various models, with the configuration depending on the user.
* Chetan Jahangir sought advice on getting started with research papers.
 ** He asked for tips on how to begin and how to connect with people who write research papers to get involved and share knowledge.
 ** Rishit suggested reaching out to seniors and their professors.
 *** link:https://icml.cc/Conferences/2022/BestPractices[ICML 2022 Best Practices for Research^]
* Swapnil Borkar discussed AI and its impact on jobs.
 ** He shared concerns about how AI could threaten junior roles if not utilized effectively.
* Jaden Furtado talked about UPI, UPI Lite, and UPI Lite X.
 ** link:https://www.npci.org.in/what-we-do/upi-lite/product-overview[UPI Lite Product Overview - NPCI^]
 ** link:https://www.npci.org.in/what-we-do/upi-lite/upi-lite-x/product-overview[UPI Lite X Product Overview - NPCI^]
* Additional resources and links
	** link:https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf[A Mathematical Theory of Communication by C. E. Shannon^]
 ** link:https://stanforddatacompressionclass.github.io/Fall22[Stanford Data Compression Course Home^]
 ** link:https://youtu.be/BiuknvAYDPs[OTC Talks #7: The Browser Backstage - Peek-in-Perf by @VivekGalatage^]
 ** link:https://youtu.be/8_GgeASwHwQ[Google’s nano banana just killed Photoshop... let’s run it - Fireship^]
 ** link:https://youtu.be/QgVR1dxy6zk[it only took 2 lines of code... - Low Level^]
 ** link:https://youtu.be/fpkCNu_dzcM[CPU Summary - Computerphile^]
 ** link:https://youtu.be/tnPAhVxsPHE[Your iPhone is Lying to You About Files... - LaurieWired^]
 ** link:https://youtu.be/D4hNLgJmshg[The Operating System Known As GNU/Linux - Brodie Robertson^]
 ** link:https://youtu.be/O9QD9an-0jU[well this isn't great... - Low Level^]
 ** link:https://youtu.be/pOF11EDprxc[Deno vs Oracle: The ugly custody battle for JavaScript… - Fireship^]
 ** link:https://youtu.be/rcBVqcoQkuA([Bash Pipes in C - Tsoding Daily^]
 ** link:https://youtu.be/_bbuRFT2l-Q[AI Trends in 2025 - Gaurav Sen^]
 ** link:https://youtu.be/2JzOe1Hs26Q[Accidentally Built a Nuclear Supercomputer. - PewDiePie^]
 ** link:https://youtu.be/fzlflyw7X2I[The Next Big SHA? SHA3 Sponge Function Explained - Computerphile^]
 ** link:https://youtu.be/55MwAlcpvK4[The Operating System Known As Linux - Brodie Robertson^]
 ** link:https://ai.pydantic.dev/agents[Pydantic AI Agents Documentation^]
 ** link:https://youtu.be/PhCrlpUwEhU[Agentic RAG: An End-to-End Open Source Framework - Weaviate^]
 ** link:https://medium.com/@thomas_78526/builder-ai-was-a-scam-d1f8fdd16c3f[Builder.ai Was a Scam - Medium Article^]
 ** link:https://github.com/TecharoHQ/anubis[Anubis GitHub Project (TecharoHQ)^]
 ** link:https://www.beatflow.art[Beatflow Art Platform^]
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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feat: add final summary #251 content


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d4678a0

Delete summary/sessions/246/attendees.adoc


Ayushmore1214 Sep 22, 2025
7e756a3

Fix link formatting in content.adoc


Ayushmore1214 Sep 23, 2025
12f19a6

feat: add attendee list for #251


Ayushmore1214 Sep 24, 2025
dc6768b

Update summary/sessions/251/attendees.adoc


Ayushmore1214 Sep 26, 2025
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Fix formatting of links in content.adoc


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==== Attendees

. link:https://twitter.com/BafnaAbhigyan[Abhigyan Bafna^]
. link:https://x.com/Alpastx[Alpesh Bhagwatkar^]
. link:https://linkedin.com/in/aniket-kadam-65b172a8[Aniket Kadam^]
. link:https://twitter.com/harshgkapadia[Harsh Kapadia^]
. link:https://twitter.com/furtado_jaden[Jaden Furtado^]
. link:https://twitter.com/rishit_dagli[Rishit Dagli^]
. link:https://twitter.com/swpnlbrkr[Swapnil Borkar^]
. link:https://twitter.com/WilfredAlmeida_[Wilfred Almeida^]
. Ayush
. Ayush More
. Chetan Jangir
. Krupal Vasani
. Lucky Mee
. Manan Gandhi
. Mohammad Kaif
. Nebuluak
. Nirmal Panchal
. Sahil Bansal

57 changes: 57 additions & 0 deletions
summary/sessions/251/content.adoc

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,57 @@
Date: 30-08-2025

Duration: 3 hours,4 minutes

==== Topics Discussed

* Ayush kicked off a discussion on probability and algorithms, specifically diving into entropy encoders like Huffman, Arithmetic, rANS, and tANS.
 ** He broke down concepts like `Log2(number of symbols)` and `2^n` in coding.
 ** He also explained arithmetic coding, highlighting its efficiency from `O(2^n)` to `O(n)`, and touched on cumulative frequency and probability functions.
 *** link:https://stanforddatacompressionclass.github.io/Fall22/lectures[Stanford Data Compression Class Lectures^]
* Lucky Mee, who's returning to tech after some time, asked for advice.
 ** Harsh strongly suggested focusing on system designs and also emphasized the importance of planning thoroughly before execution.
* Abhigyan showcased his project on stock analysis using AI agents.
 ** He shared a research report he generated from the agents and demonstrated how these reports provided structured outputs, detailing weaknesses, strengths, conclusions, graphs, and metrics.
 *** link:https://www.deeplearning.ai/the-batch[DeepLearning.AI The Batch Newsletter^]
 *** link:https://platform.openai.com/docs/guides/structured-outputs[OpenAI Guides: Structured Outputs^]
* Chetan Jahangir shared some insights about Builder AI.
 ** He mentioned how the company allegedly scammed Microsoft.
 ** This sparked a conversation about how we should approach data derived from AI and LLMs.
* Ayush provided an update on his SIH project.
 ** He's concentrating on smart system design for hardware.
 ** He's currently learning about the STM32 microprocessor.
 *** link:https://en.wikipedia.org/wiki/STM32[STM32 Wikipedia^]
 *** link:https://www.st.com/en/evaluation-tools/stm32-nucleo-boards.html[STM32 Nucleo Boards - STMicroelectronics^]
* Harsh questioned how MCP (Multiple Connected Models) relates to agentic AI.
 ** Abhigyan and Chetan clarified that it's essentially multiple models linked to a central one.
 ** They illustrated this with an example: a request for a weather update goes to the MCP, which then routes it to various models, with the configuration depending on the user.
* Chetan Jahangir sought advice on getting started with research papers.
 ** He asked for tips on how to begin and how to connect with people who write research papers to get involved and share knowledge.
 ** Rishit suggested reaching out to seniors and their professors.
 *** link:https://icml.cc/Conferences/2022/BestPractices[ICML 2022 Best Practices for Research^]
* Swapnil Borkar discussed AI and its impact on jobs.
 ** He shared concerns about how AI could threaten junior roles if not utilized effectively.
* Jaden Furtado talked about UPI, UPI Lite, and UPI Lite X.
 ** link:https://www.npci.org.in/what-we-do/upi-lite/product-overview[UPI Lite Product Overview - NPCI^]
 ** link:https://www.npci.org.in/what-we-do/upi-lite/upi-lite-x/product-overview[UPI Lite X Product Overview - NPCI^]
* Additional resources and links
	** link:https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf[A Mathematical Theory of Communication by C. E. Shannon^]
 ** link:https://stanforddatacompressionclass.github.io/Fall22[Stanford Data Compression Course Home^]
 ** link:https://youtu.be/BiuknvAYDPs[OTC Talks #7: The Browser Backstage - Peek-in-Perf by @VivekGalatage^]
 ** link:https://youtu.be/8_GgeASwHwQ[Google’s nano banana just killed Photoshop... let’s run it - Fireship^]
 ** link:https://youtu.be/QgVR1dxy6zk[it only took 2 lines of code... - Low Level^]
 ** link:https://youtu.be/fpkCNu_dzcM[CPU Summary - Computerphile^]
 ** link:https://youtu.be/tnPAhVxsPHE[Your iPhone is Lying to You About Files... - LaurieWired^]
 ** link:https://youtu.be/D4hNLgJmshg[The Operating System Known As GNU/Linux - Brodie Robertson^]
 ** link:https://youtu.be/O9QD9an-0jU[well this isn't great... - Low Level^]
 ** link:https://youtu.be/pOF11EDprxc[Deno vs Oracle: The ugly custody battle for JavaScript… - Fireship^]
 ** link:https://youtu.be/rcBVqcoQkuA([Bash Pipes in C - Tsoding Daily^]
 ** link:https://youtu.be/_bbuRFT2l-Q[AI Trends in 2025 - Gaurav Sen^]
 ** link:https://youtu.be/2JzOe1Hs26Q[Accidentally Built a Nuclear Supercomputer. - PewDiePie^]
 ** link:https://youtu.be/fzlflyw7X2I[The Next Big SHA? SHA3 Sponge Function Explained - Computerphile^]
 ** link:https://youtu.be/55MwAlcpvK4[The Operating System Known As Linux - Brodie Robertson^]
 ** link:https://ai.pydantic.dev/agents[Pydantic AI Agents Documentation^]
 ** link:https://youtu.be/PhCrlpUwEhU[Agentic RAG: An End-to-End Open Source Framework - Weaviate^]
 ** link:https://medium.com/@thomas_78526/builder-ai-was-a-scam-d1f8fdd16c3f[Builder.ai Was a Scam - Medium Article^]
 ** link:https://github.com/TecharoHQ/anubis[Anubis GitHub Project (TecharoHQ)^]
 ** link:https://www.beatflow.art[Beatflow Art Platform^]
Binary file addedsummary/static/img/251.png

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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

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Create attendees.adoc


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384fa09

feat: add final summary #251 content


Ayushmore1214 Sep 22, 2025
d4678a0

Delete summary/sessions/246/attendees.adoc


Ayushmore1214 Sep 22, 2025
7e756a3

Fix link formatting in content.adoc


Ayushmore1214 Sep 23, 2025
12f19a6

feat: add attendee list for #251


Ayushmore1214 Sep 24, 2025
dc6768b

Update summary/sessions/251/attendees.adoc


Ayushmore1214 Sep 26, 2025
8228772

Fix formatting of links in content.adoc


Ayushmore1214 Sep 26, 2025
9d9a3d7

Update content.adoc


ankushhKapoor Sep 26, 2025

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==== Attendees

. link:https://twitter.com/BafnaAbhigyan[Abhigyan Bafna^]
. link:https://x.com/Alpastx[Alpesh Bhagwatkar^]
. link:https://linkedin.com/in/aniket-kadam-65b172a8[Aniket Kadam^]
. link:https://twitter.com/harshgkapadia[Harsh Kapadia^]
. link:https://twitter.com/furtado_jaden[Jaden Furtado^]
. link:https://twitter.com/rishit_dagli[Rishit Dagli^]
. link:https://twitter.com/swpnlbrkr[Swapnil Borkar^]
. link:https://twitter.com/WilfredAlmeida_[Wilfred Almeida^]
. Ayush
. Ayush More
. Chetan Jangir
. Krupal Vasani
. Lucky Mee
. Manan Gandhi
. Mohammad Kaif
. Nebuluak
. Nirmal Panchal
. Sahil Bansal

57 changes: 57 additions & 0 deletions
summary/sessions/251/content.adoc

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,57 @@
Date: 30-08-2025

Duration: 3 hours,4 minutes

==== Topics Discussed

* Ayush kicked off a discussion on probability and algorithms, specifically diving into entropy encoders like Huffman, Arithmetic, rANS, and tANS.
 ** He broke down concepts like `Log2(number of symbols)` and `2^n` in coding.
 ** He also explained arithmetic coding, highlighting its efficiency from `O(2^n)` to `O(n)`, and touched on cumulative frequency and probability functions.
 *** link:https://stanforddatacompressionclass.github.io/Fall22/lectures[Stanford Data Compression Class Lectures^]
* Lucky Mee, who's returning to tech after some time, asked for advice.
 ** Harsh strongly suggested focusing on system designs and also emphasized the importance of planning thoroughly before execution.
* Abhigyan showcased his project on stock analysis using AI agents.
 ** He shared a research report he generated from the agents and demonstrated how these reports provided structured outputs, detailing weaknesses, strengths, conclusions, graphs, and metrics.
 *** link:https://www.deeplearning.ai/the-batch[DeepLearning.AI The Batch Newsletter^]
 *** link:https://platform.openai.com/docs/guides/structured-outputs[OpenAI Guides: Structured Outputs^]
* Chetan Jahangir shared some insights about Builder AI.
 ** He mentioned how the company allegedly scammed Microsoft.
 ** This sparked a conversation about how we should approach data derived from AI and LLMs.
* Ayush provided an update on his SIH project.
 ** He's concentrating on smart system design for hardware.
 ** He's currently learning about the STM32 microprocessor.
 *** link:https://en.wikipedia.org/wiki/STM32[STM32 Wikipedia^]
 *** link:https://www.st.com/en/evaluation-tools/stm32-nucleo-boards.html[STM32 Nucleo Boards - STMicroelectronics^]
* Harsh questioned how MCP (Multiple Connected Models) relates to agentic AI.
 ** Abhigyan and Chetan clarified that it's essentially multiple models linked to a central one.
 ** They illustrated this with an example: a request for a weather update goes to the MCP, which then routes it to various models, with the configuration depending on the user.
* Chetan Jahangir sought advice on getting started with research papers.
 ** He asked for tips on how to begin and how to connect with people who write research papers to get involved and share knowledge.
 ** Rishit suggested reaching out to seniors and their professors.
 *** link:https://icml.cc/Conferences/2022/BestPractices[ICML 2022 Best Practices for Research^]
* Swapnil Borkar discussed AI and its impact on jobs.
 ** He shared concerns about how AI could threaten junior roles if not utilized effectively.
* Jaden Furtado talked about UPI, UPI Lite, and UPI Lite X.
 ** link:https://www.npci.org.in/what-we-do/upi-lite/product-overview[UPI Lite Product Overview - NPCI^]
 ** link:https://www.npci.org.in/what-we-do/upi-lite/upi-lite-x/product-overview[UPI Lite X Product Overview - NPCI^]
* Additional resources and links
	** link:https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf[A Mathematical Theory of Communication by C. E. Shannon^]
 ** link:https://stanforddatacompressionclass.github.io/Fall22[Stanford Data Compression Course Home^]
 ** link:https://youtu.be/BiuknvAYDPs[OTC Talks #7: The Browser Backstage - Peek-in-Perf by @VivekGalatage^]
 ** link:https://youtu.be/8_GgeASwHwQ[Google’s nano banana just killed Photoshop... let’s run it - Fireship^]
 ** link:https://youtu.be/QgVR1dxy6zk[it only took 2 lines of code... - Low Level^]
 ** link:https://youtu.be/fpkCNu_dzcM[CPU Summary - Computerphile^]
 ** link:https://youtu.be/tnPAhVxsPHE[Your iPhone is Lying to You About Files... - LaurieWired^]
 ** link:https://youtu.be/D4hNLgJmshg[The Operating System Known As GNU/Linux - Brodie Robertson^]
 ** link:https://youtu.be/O9QD9an-0jU[well this isn't great... - Low Level^]
 ** link:https://youtu.be/pOF11EDprxc[Deno vs Oracle: The ugly custody battle for JavaScript… - Fireship^]
 ** link:https://youtu.be/rcBVqcoQkuA([Bash Pipes in C - Tsoding Daily^]
 ** link:https://youtu.be/_bbuRFT2l-Q[AI Trends in 2025 - Gaurav Sen^]
 ** link:https://youtu.be/2JzOe1Hs26Q[Accidentally Built a Nuclear Supercomputer. - PewDiePie^]
 ** link:https://youtu.be/fzlflyw7X2I[The Next Big SHA? SHA3 Sponge Function Explained - Computerphile^]
 ** link:https://youtu.be/55MwAlcpvK4[The Operating System Known As Linux - Brodie Robertson^]
 ** link:https://ai.pydantic.dev/agents[Pydantic AI Agents Documentation^]
 ** link:https://youtu.be/PhCrlpUwEhU[Agentic RAG: An End-to-End Open Source Framework - Weaviate^]
 ** link:https://medium.com/@thomas_78526/builder-ai-was-a-scam-d1f8fdd16c3f[Builder.ai Was a Scam - Medium Article^]
 ** link:https://github.com/TecharoHQ/anubis[Anubis GitHub Project (TecharoHQ)^]
 ** link:https://www.beatflow.art[Beatflow Art Platform^]
Binary file addedsummary/static/img/251.png

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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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#300
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Create attendees.adoc


Ayushmore1214 Aug 5, 2025
384fa09

feat: add final summary #251 content


Ayushmore1214 Sep 22, 2025
d4678a0

Delete summary/sessions/246/attendees.adoc


Ayushmore1214 Sep 22, 2025
7e756a3

Fix link formatting in content.adoc


Ayushmore1214 Sep 23, 2025
12f19a6

feat: add attendee list for #251


Ayushmore1214 Sep 24, 2025
dc6768b

Update summary/sessions/251/attendees.adoc


Ayushmore1214 Sep 26, 2025
8228772

Fix formatting of links in content.adoc


Ayushmore1214 Sep 26, 2025
9d9a3d7

Update content.adoc


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==== Attendees

. link:https://twitter.com/BafnaAbhigyan[Abhigyan Bafna^]
. link:https://x.com/Alpastx[Alpesh Bhagwatkar^]
. link:https://linkedin.com/in/aniket-kadam-65b172a8[Aniket Kadam^]
. link:https://twitter.com/harshgkapadia[Harsh Kapadia^]
. link:https://twitter.com/furtado_jaden[Jaden Furtado^]
. link:https://twitter.com/rishit_dagli[Rishit Dagli^]
. link:https://twitter.com/swpnlbrkr[Swapnil Borkar^]
. link:https://twitter.com/WilfredAlmeida_[Wilfred Almeida^]
. Ayush
. Ayush More
. Chetan Jangir
. Krupal Vasani
. Lucky Mee
. Manan Gandhi
. Mohammad Kaif
. Nebuluak
. Nirmal Panchal
. Sahil Bansal

57 changes: 57 additions & 0 deletions
summary/sessions/251/content.adoc

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,57 @@
Date: 30-08-2025

Duration: 3 hours,4 minutes

==== Topics Discussed

* Ayush kicked off a discussion on probability and algorithms, specifically diving into entropy encoders like Huffman, Arithmetic, rANS, and tANS.
 ** He broke down concepts like `Log2(number of symbols)` and `2^n` in coding.
 ** He also explained arithmetic coding, highlighting its efficiency from `O(2^n)` to `O(n)`, and touched on cumulative frequency and probability functions.
 *** link:https://stanforddatacompressionclass.github.io/Fall22/lectures[Stanford Data Compression Class Lectures^]
* Lucky Mee, who's returning to tech after some time, asked for advice.
 ** Harsh strongly suggested focusing on system designs and also emphasized the importance of planning thoroughly before execution.
* Abhigyan showcased his project on stock analysis using AI agents.
 ** He shared a research report he generated from the agents and demonstrated how these reports provided structured outputs, detailing weaknesses, strengths, conclusions, graphs, and metrics.
 *** link:https://www.deeplearning.ai/the-batch[DeepLearning.AI The Batch Newsletter^]
 *** link:https://platform.openai.com/docs/guides/structured-outputs[OpenAI Guides: Structured Outputs^]
* Chetan Jahangir shared some insights about Builder AI.
 ** He mentioned how the company allegedly scammed Microsoft.
 ** This sparked a conversation about how we should approach data derived from AI and LLMs.
* Ayush provided an update on his SIH project.
 ** He's concentrating on smart system design for hardware.
 ** He's currently learning about the STM32 microprocessor.
 *** link:https://en.wikipedia.org/wiki/STM32[STM32 Wikipedia^]
 *** link:https://www.st.com/en/evaluation-tools/stm32-nucleo-boards.html[STM32 Nucleo Boards - STMicroelectronics^]
* Harsh questioned how MCP (Multiple Connected Models) relates to agentic AI.
 ** Abhigyan and Chetan clarified that it's essentially multiple models linked to a central one.
 ** They illustrated this with an example: a request for a weather update goes to the MCP, which then routes it to various models, with the configuration depending on the user.
* Chetan Jahangir sought advice on getting started with research papers.
 ** He asked for tips on how to begin and how to connect with people who write research papers to get involved and share knowledge.
 ** Rishit suggested reaching out to seniors and their professors.
 *** link:https://icml.cc/Conferences/2022/BestPractices[ICML 2022 Best Practices for Research^]
* Swapnil Borkar discussed AI and its impact on jobs.
 ** He shared concerns about how AI could threaten junior roles if not utilized effectively.
* Jaden Furtado talked about UPI, UPI Lite, and UPI Lite X.
 ** link:https://www.npci.org.in/what-we-do/upi-lite/product-overview[UPI Lite Product Overview - NPCI^]
 ** link:https://www.npci.org.in/what-we-do/upi-lite/upi-lite-x/product-overview[UPI Lite X Product Overview - NPCI^]
* Additional resources and links
	** link:https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf[A Mathematical Theory of Communication by C. E. Shannon^]
 ** link:https://stanforddatacompressionclass.github.io/Fall22[Stanford Data Compression Course Home^]
 ** link:https://youtu.be/BiuknvAYDPs[OTC Talks #7: The Browser Backstage - Peek-in-Perf by @VivekGalatage^]
 ** link:https://youtu.be/8_GgeASwHwQ[Google’s nano banana just killed Photoshop... let’s run it - Fireship^]
 ** link:https://youtu.be/QgVR1dxy6zk[it only took 2 lines of code... - Low Level^]
 ** link:https://youtu.be/fpkCNu_dzcM[CPU Summary - Computerphile^]
 ** link:https://youtu.be/tnPAhVxsPHE[Your iPhone is Lying to You About Files... - LaurieWired^]
 ** link:https://youtu.be/D4hNLgJmshg[The Operating System Known As GNU/Linux - Brodie Robertson^]
 ** link:https://youtu.be/O9QD9an-0jU[well this isn't great... - Low Level^]
 ** link:https://youtu.be/pOF11EDprxc[Deno vs Oracle: The ugly custody battle for JavaScript… - Fireship^]
 ** link:https://youtu.be/rcBVqcoQkuA([Bash Pipes in C - Tsoding Daily^]
 ** link:https://youtu.be/_bbuRFT2l-Q[AI Trends in 2025 - Gaurav Sen^]
 ** link:https://youtu.be/2JzOe1Hs26Q[Accidentally Built a Nuclear Supercomputer. - PewDiePie^]
 ** link:https://youtu.be/fzlflyw7X2I[The Next Big SHA? SHA3 Sponge Function Explained - Computerphile^]
 ** link:https://youtu.be/55MwAlcpvK4[The Operating System Known As Linux - Brodie Robertson^]
 ** link:https://ai.pydantic.dev/agents[Pydantic AI Agents Documentation^]
 ** link:https://youtu.be/PhCrlpUwEhU[Agentic RAG: An End-to-End Open Source Framework - Weaviate^]
 ** link:https://medium.com/@thomas_78526/builder-ai-was-a-scam-d1f8fdd16c3f[Builder.ai Was a Scam - Medium Article^]
 ** link:https://github.com/TecharoHQ/anubis[Anubis GitHub Project (TecharoHQ)^]
 ** link:https://www.beatflow.art[Beatflow Art Platform^]
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injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
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} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
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var __m = "*";
var __re = new RegExp('^' + ".*" + '

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feat: add final summary #251 content


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Delete summary/sessions/246/attendees.adoc


Ayushmore1214 Sep 22, 2025
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Fix link formatting in content.adoc


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feat: add attendee list for #251


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Update summary/sessions/251/attendees.adoc


Ayushmore1214 Sep 26, 2025
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Fix formatting of links in content.adoc


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==== Attendees

. link:https://twitter.com/BafnaAbhigyan[Abhigyan Bafna^]
. link:https://x.com/Alpastx[Alpesh Bhagwatkar^]
. link:https://linkedin.com/in/aniket-kadam-65b172a8[Aniket Kadam^]
. link:https://twitter.com/harshgkapadia[Harsh Kapadia^]
. link:https://twitter.com/furtado_jaden[Jaden Furtado^]
. link:https://twitter.com/rishit_dagli[Rishit Dagli^]
. link:https://twitter.com/swpnlbrkr[Swapnil Borkar^]
. link:https://twitter.com/WilfredAlmeida_[Wilfred Almeida^]
. Ayush
. Ayush More
. Chetan Jangir
. Krupal Vasani
. Lucky Mee
. Manan Gandhi
. Mohammad Kaif
. Nebuluak
. Nirmal Panchal
. Sahil Bansal

57 changes: 57 additions & 0 deletions
summary/sessions/251/content.adoc

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,57 @@
Date: 30-08-2025

Duration: 3 hours,4 minutes

==== Topics Discussed

* Ayush kicked off a discussion on probability and algorithms, specifically diving into entropy encoders like Huffman, Arithmetic, rANS, and tANS.
 ** He broke down concepts like `Log2(number of symbols)` and `2^n` in coding.
 ** He also explained arithmetic coding, highlighting its efficiency from `O(2^n)` to `O(n)`, and touched on cumulative frequency and probability functions.
 *** link:https://stanforddatacompressionclass.github.io/Fall22/lectures[Stanford Data Compression Class Lectures^]
* Lucky Mee, who's returning to tech after some time, asked for advice.
 ** Harsh strongly suggested focusing on system designs and also emphasized the importance of planning thoroughly before execution.
* Abhigyan showcased his project on stock analysis using AI agents.
 ** He shared a research report he generated from the agents and demonstrated how these reports provided structured outputs, detailing weaknesses, strengths, conclusions, graphs, and metrics.
 *** link:https://www.deeplearning.ai/the-batch[DeepLearning.AI The Batch Newsletter^]
 *** link:https://platform.openai.com/docs/guides/structured-outputs[OpenAI Guides: Structured Outputs^]
* Chetan Jahangir shared some insights about Builder AI.
 ** He mentioned how the company allegedly scammed Microsoft.
 ** This sparked a conversation about how we should approach data derived from AI and LLMs.
* Ayush provided an update on his SIH project.
 ** He's concentrating on smart system design for hardware.
 ** He's currently learning about the STM32 microprocessor.
 *** link:https://en.wikipedia.org/wiki/STM32[STM32 Wikipedia^]
 *** link:https://www.st.com/en/evaluation-tools/stm32-nucleo-boards.html[STM32 Nucleo Boards - STMicroelectronics^]
* Harsh questioned how MCP (Multiple Connected Models) relates to agentic AI.
 ** Abhigyan and Chetan clarified that it's essentially multiple models linked to a central one.
 ** They illustrated this with an example: a request for a weather update goes to the MCP, which then routes it to various models, with the configuration depending on the user.
* Chetan Jahangir sought advice on getting started with research papers.
 ** He asked for tips on how to begin and how to connect with people who write research papers to get involved and share knowledge.
 ** Rishit suggested reaching out to seniors and their professors.
 *** link:https://icml.cc/Conferences/2022/BestPractices[ICML 2022 Best Practices for Research^]
* Swapnil Borkar discussed AI and its impact on jobs.
 ** He shared concerns about how AI could threaten junior roles if not utilized effectively.
* Jaden Furtado talked about UPI, UPI Lite, and UPI Lite X.
 ** link:https://www.npci.org.in/what-we-do/upi-lite/product-overview[UPI Lite Product Overview - NPCI^]
 ** link:https://www.npci.org.in/what-we-do/upi-lite/upi-lite-x/product-overview[UPI Lite X Product Overview - NPCI^]
* Additional resources and links
	** link:https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf[A Mathematical Theory of Communication by C. E. Shannon^]
 ** link:https://stanforddatacompressionclass.github.io/Fall22[Stanford Data Compression Course Home^]
 ** link:https://youtu.be/BiuknvAYDPs[OTC Talks #7: The Browser Backstage - Peek-in-Perf by @VivekGalatage^]
 ** link:https://youtu.be/8_GgeASwHwQ[Google’s nano banana just killed Photoshop... let’s run it - Fireship^]
 ** link:https://youtu.be/QgVR1dxy6zk[it only took 2 lines of code... - Low Level^]
 ** link:https://youtu.be/fpkCNu_dzcM[CPU Summary - Computerphile^]
 ** link:https://youtu.be/tnPAhVxsPHE[Your iPhone is Lying to You About Files... - LaurieWired^]
 ** link:https://youtu.be/D4hNLgJmshg[The Operating System Known As GNU/Linux - Brodie Robertson^]
 ** link:https://youtu.be/O9QD9an-0jU[well this isn't great... - Low Level^]
 ** link:https://youtu.be/pOF11EDprxc[Deno vs Oracle: The ugly custody battle for JavaScript… - Fireship^]
 ** link:https://youtu.be/rcBVqcoQkuA([Bash Pipes in C - Tsoding Daily^]
 ** link:https://youtu.be/_bbuRFT2l-Q[AI Trends in 2025 - Gaurav Sen^]
 ** link:https://youtu.be/2JzOe1Hs26Q[Accidentally Built a Nuclear Supercomputer. - PewDiePie^]
 ** link:https://youtu.be/fzlflyw7X2I[The Next Big SHA? SHA3 Sponge Function Explained - Computerphile^]
 ** link:https://youtu.be/55MwAlcpvK4[The Operating System Known As Linux - Brodie Robertson^]
 ** link:https://ai.pydantic.dev/agents[Pydantic AI Agents Documentation^]
 ** link:https://youtu.be/PhCrlpUwEhU[Agentic RAG: An End-to-End Open Source Framework - Weaviate^]
 ** link:https://medium.com/@thomas_78526/builder-ai-was-a-scam-d1f8fdd16c3f[Builder.ai Was a Scam - Medium Article^]
 ** link:https://github.com/TecharoHQ/anubis[Anubis GitHub Project (TecharoHQ)^]
 ** link:https://www.beatflow.art[Beatflow Art Platform^]
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injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

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#300
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feat: add final summary #251 content


Ayushmore1214 Sep 22, 2025
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Delete summary/sessions/246/attendees.adoc


Ayushmore1214 Sep 22, 2025
7e756a3

Fix link formatting in content.adoc


Ayushmore1214 Sep 23, 2025
12f19a6

feat: add attendee list for #251


Ayushmore1214 Sep 24, 2025
dc6768b

Update summary/sessions/251/attendees.adoc


Ayushmore1214 Sep 26, 2025
8228772

Fix formatting of links in content.adoc


Ayushmore1214 Sep 26, 2025
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Update content.adoc


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==== Attendees

. link:https://twitter.com/BafnaAbhigyan[Abhigyan Bafna^]
. link:https://x.com/Alpastx[Alpesh Bhagwatkar^]
. link:https://linkedin.com/in/aniket-kadam-65b172a8[Aniket Kadam^]
. link:https://twitter.com/harshgkapadia[Harsh Kapadia^]
. link:https://twitter.com/furtado_jaden[Jaden Furtado^]
. link:https://twitter.com/rishit_dagli[Rishit Dagli^]
. link:https://twitter.com/swpnlbrkr[Swapnil Borkar^]
. link:https://twitter.com/WilfredAlmeida_[Wilfred Almeida^]
. Ayush
. Ayush More
. Chetan Jangir
. Krupal Vasani
. Lucky Mee
. Manan Gandhi
. Mohammad Kaif
. Nebuluak
. Nirmal Panchal
. Sahil Bansal

57 changes: 57 additions & 0 deletions
summary/sessions/251/content.adoc

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,57 @@
Date: 30-08-2025

Duration: 3 hours,4 minutes

==== Topics Discussed

* Ayush kicked off a discussion on probability and algorithms, specifically diving into entropy encoders like Huffman, Arithmetic, rANS, and tANS.
 ** He broke down concepts like `Log2(number of symbols)` and `2^n` in coding.
 ** He also explained arithmetic coding, highlighting its efficiency from `O(2^n)` to `O(n)`, and touched on cumulative frequency and probability functions.
 *** link:https://stanforddatacompressionclass.github.io/Fall22/lectures[Stanford Data Compression Class Lectures^]
* Lucky Mee, who's returning to tech after some time, asked for advice.
 ** Harsh strongly suggested focusing on system designs and also emphasized the importance of planning thoroughly before execution.
* Abhigyan showcased his project on stock analysis using AI agents.
 ** He shared a research report he generated from the agents and demonstrated how these reports provided structured outputs, detailing weaknesses, strengths, conclusions, graphs, and metrics.
 *** link:https://www.deeplearning.ai/the-batch[DeepLearning.AI The Batch Newsletter^]
 *** link:https://platform.openai.com/docs/guides/structured-outputs[OpenAI Guides: Structured Outputs^]
* Chetan Jahangir shared some insights about Builder AI.
 ** He mentioned how the company allegedly scammed Microsoft.
 ** This sparked a conversation about how we should approach data derived from AI and LLMs.
* Ayush provided an update on his SIH project.
 ** He's concentrating on smart system design for hardware.
 ** He's currently learning about the STM32 microprocessor.
 *** link:https://en.wikipedia.org/wiki/STM32[STM32 Wikipedia^]
 *** link:https://www.st.com/en/evaluation-tools/stm32-nucleo-boards.html[STM32 Nucleo Boards - STMicroelectronics^]
* Harsh questioned how MCP (Multiple Connected Models) relates to agentic AI.
 ** Abhigyan and Chetan clarified that it's essentially multiple models linked to a central one.
 ** They illustrated this with an example: a request for a weather update goes to the MCP, which then routes it to various models, with the configuration depending on the user.
* Chetan Jahangir sought advice on getting started with research papers.
 ** He asked for tips on how to begin and how to connect with people who write research papers to get involved and share knowledge.
 ** Rishit suggested reaching out to seniors and their professors.
 *** link:https://icml.cc/Conferences/2022/BestPractices[ICML 2022 Best Practices for Research^]
* Swapnil Borkar discussed AI and its impact on jobs.
 ** He shared concerns about how AI could threaten junior roles if not utilized effectively.
* Jaden Furtado talked about UPI, UPI Lite, and UPI Lite X.
 ** link:https://www.npci.org.in/what-we-do/upi-lite/product-overview[UPI Lite Product Overview - NPCI^]
 ** link:https://www.npci.org.in/what-we-do/upi-lite/upi-lite-x/product-overview[UPI Lite X Product Overview - NPCI^]
* Additional resources and links
	** link:https://people.math.harvard.edu/~ctm/home/text/others/shannon/entropy/entropy.pdf[A Mathematical Theory of Communication by C. E. Shannon^]
 ** link:https://stanforddatacompressionclass.github.io/Fall22[Stanford Data Compression Course Home^]
 ** link:https://youtu.be/BiuknvAYDPs[OTC Talks #7: The Browser Backstage - Peek-in-Perf by @VivekGalatage^]
 ** link:https://youtu.be/8_GgeASwHwQ[Google’s nano banana just killed Photoshop... let’s run it - Fireship^]
 ** link:https://youtu.be/QgVR1dxy6zk[it only took 2 lines of code... - Low Level^]
 ** link:https://youtu.be/fpkCNu_dzcM[CPU Summary - Computerphile^]
 ** link:https://youtu.be/tnPAhVxsPHE[Your iPhone is Lying to You About Files... - LaurieWired^]
 ** link:https://youtu.be/D4hNLgJmshg[The Operating System Known As GNU/Linux - Brodie Robertson^]
 ** link:https://youtu.be/O9QD9an-0jU[well this isn't great... - Low Level^]
 ** link:https://youtu.be/pOF11EDprxc[Deno vs Oracle: The ugly custody battle for JavaScript… - Fireship^]
 ** link:https://youtu.be/rcBVqcoQkuA([Bash Pipes in C - Tsoding Daily^]
 ** link:https://youtu.be/_bbuRFT2l-Q[AI Trends in 2025 - Gaurav Sen^]
 ** link:https://youtu.be/2JzOe1Hs26Q[Accidentally Built a Nuclear Supercomputer. - PewDiePie^]
 ** link:https://youtu.be/fzlflyw7X2I[The Next Big SHA? SHA3 Sponge Function Explained - Computerphile^]
 ** link:https://youtu.be/55MwAlcpvK4[The Operating System Known As Linux - Brodie Robertson^]
 ** link:https://ai.pydantic.dev/agents[Pydantic AI Agents Documentation^]
 ** link:https://youtu.be/PhCrlpUwEhU[Agentic RAG: An End-to-End Open Source Framework - Weaviate^]
 ** link:https://medium.com/@thomas_78526/builder-ai-was-a-scam-d1f8fdd16c3f[Builder.ai Was a Scam - Medium Article^]
 ** link:https://github.com/TecharoHQ/anubis[Anubis GitHub Project (TecharoHQ)^]
 ** link:https://www.beatflow.art[Beatflow Art Platform^]
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