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      <description>Last 10 notes on docs/</description>
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    <title>manifest</title>
    <link>https://sauravmaheshkar.github.io/docs/02---misc/manifest</link>
    <guid>https://sauravmaheshkar.github.io/docs/02---misc/manifest</guid>
    <description><![CDATA[  Inspired from Jeaye’s talk at Clojure/Conj 2025 in-progress World Models for Reinforcement Learning MIT 6.S184: Flow Matching and Diffusion Models Stochastic Calculus NOC: Measure Theoretic Probability 1, IIT Kanpur nptel.ac.in/courses/106106241 todo LLM Engineering/Programming torchtitan KAIST CS4... ]]></description>
    <pubDate>Fri, 03 Apr 2026 14:01:05 GMT</pubDate>
  </item><item>
    <title>get good at math</title>
    <link>https://sauravmaheshkar.github.io/docs/02---misc/projects/get-good-at-math</link>
    <guid>https://sauravmaheshkar.github.io/docs/02---misc/projects/get-good-at-math</guid>
    <description><![CDATA[ 1. Linear Algebra Linear Algebra done right by Axler 2. Real Analysis Understanding Analysis by Stephen Abott Real Analysis Lectures by prof. ]]></description>
    <pubDate>Fri, 03 Apr 2026 14:01:05 GMT</pubDate>
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    <title>measure</title>
    <link>https://sauravmaheshkar.github.io/docs/01---areas/math/probability/measure</link>
    <guid>https://sauravmaheshkar.github.io/docs/01---areas/math/probability/measure</guid>
    <description><![CDATA[  Set Function A set function is an \mathbb{R} or \bar{\mathbb{R}} valued function defined on a collection of subsets of a non-empty set Measure Let (\Omega, \mathcal{F}) be a measurable space. ]]></description>
    <pubDate>Tue, 24 Mar 2026 11:29:30 GMT</pubDate>
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    <title>references</title>
    <link>https://sauravmaheshkar.github.io/docs/01---areas/math/probability/references</link>
    <guid>https://sauravmaheshkar.github.io/docs/01---areas/math/probability/references</guid>
    <description><![CDATA[ Things I have followed: NOC: Measure Theoretic Probability 1, IIT Kanpur . ]]></description>
    <pubDate>Tue, 24 Mar 2026 11:29:30 GMT</pubDate>
  </item><item>
    <title>project-ideas</title>
    <link>https://sauravmaheshkar.github.io/docs/02---misc/project-ideas</link>
    <guid>https://sauravmaheshkar.github.io/docs/02---misc/project-ideas</guid>
    <description><![CDATA[  Can VLMs solve Sudoku, based on github.com/Kyubyong/sudoku Obsidian sidekick that periodically goes through the vault and creates links automatically . ]]></description>
    <pubDate>Tue, 24 Mar 2026 11:29:30 GMT</pubDate>
  </item><item>
    <title>evals</title>
    <link>https://sauravmaheshkar.github.io/docs/01---areas/dl/agents/evals</link>
    <guid>https://sauravmaheshkar.github.io/docs/01---areas/dl/agents/evals</guid>
    <description><![CDATA[  Since there’s no guarantee that LLMs will provide the same answer to the same question twice, we need to check the general behaviour of the model not its output correctness. ]]></description>
    <pubDate>Thu, 12 Mar 2026 16:59:39 GMT</pubDate>
  </item><item>
    <title>murder in monaco</title>
    <link>https://sauravmaheshkar.github.io/docs/02---misc/media/documentaries/murder-in-monaco</link>
    <guid>https://sauravmaheshkar.github.io/docs/02---misc/media/documentaries/murder-in-monaco</guid>
    <description><![CDATA[  Who lives in belle epoque now ?? (Edmond Safra’s house) What happened to the money? The bank? . ]]></description>
    <pubDate>Thu, 12 Mar 2026 16:59:39 GMT</pubDate>
  </item><item>
    <title>pantheon</title>
    <link>https://sauravmaheshkar.github.io/docs/02---misc/media/series/pantheon</link>
    <guid>https://sauravmaheshkar.github.io/docs/02---misc/media/series/pantheon</guid>
    <description><![CDATA[ What was the ending? [Patheon Ending Explained: What was that last conversation about](youtu.be/T-NeH28-kws The Progressive Su*cide Cult - Pantheon . ]]></description>
    <pubDate>Thu, 12 Mar 2026 16:59:39 GMT</pubDate>
  </item><item>
    <title>function-calling</title>
    <link>https://sauravmaheshkar.github.io/docs/01---areas/dl/agents/coding-agents/function-calling</link>
    <guid>https://sauravmaheshkar.github.io/docs/01---areas/dl/agents/coding-agents/function-calling</guid>
    <description><![CDATA[ Evaluation BFCL v4 The core premise of BFCL v4 Agentic Format Sensitivity is: for any given query, a model should produce the correct output regardless of variations in input format. ]]></description>
    <pubDate>Fri, 06 Mar 2026 13:18:27 GMT</pubDate>
  </item><item>
    <title>opencode context engine</title>
    <link>https://sauravmaheshkar.github.io/docs/01---areas/dl/agents/coding-agents/opencode-context-engine</link>
    <guid>https://sauravmaheshkar.github.io/docs/01---areas/dl/agents/coding-agents/opencode-context-engine</guid>
    <description><![CDATA[ Layers Provider Identity (ex: “you are claude”) Base prompt (core instructions, behaviour, model specific) Environment (project context, directory structure, files , …) Custom Rules (your preferences, AGENTS.md, CLAUDE.md, …) Tools Message opencode has a opt-out policy. ]]></description>
    <pubDate>Fri, 06 Mar 2026 13:18:27 GMT</pubDate>
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