Intro topic: Video Game PricesNews/Links:<ul><li>Step one: Jump in the Lava - Abyssoft<ul><li><a href="https://youtu.be/WdadpHLAfdA?si=oXYnhB0EdkR_RaPE">https://youtu.be/WdadpHLAfdA?si=oXYnhB0EdkR_RaPE</a></li></ul></li><li>Scalable world models for continuous control<ul><li><a href="https://www.tdmpc2.com/">https://www.tdmpc2.com/</a></li></ul></li><li>Clever code is probably the worst code you could write - Engineer’s Codex<ul><li><a href="https://read.engineerscodex.com/p/clever-code-is-probably-the-worst">https://read.engineerscodex.com/p/clever-code-is-probably-the-worst</a></li></ul></li><li>A new, open source text-to-speech model called Dia has arrived to challenge ElevenLabs, OpenAI and more<ul><li><a href="https://venturebeat.com/ai/a-new-open-source-text-to-speech-model-called-dia-has-arrived-to-challenge-elevenlabs-openai-and-more/">https://venturebeat.com/ai/a-new-open-source-text-to-speech-model-called-dia-has-arrived-to-challenge-elevenlabs-openai-and-more/</a></li></ul></li></ul>Book of the Show<ul><li>Patrick<ul><li>The Muscle Ladder - Jeff Nippard<ul><li><a href="https://amzn.to/44Dznsz">https://amzn.to/44Dznsz</a></li></ul></li></ul></li><li>Jason<ul><li>Metaphysics of War<ul><li><a href="https://amzn.to/4jMjvZ5">https://amzn.to/4jMjvZ5</a></li></ul></li></ul></li></ul>Patreon Plug <a href="https://www.patreon.com/programmingthrowdown?ty=h">https://www.patreon.com/programmingthrowdown?ty=h</a>Tool of the Show<ul><li>Patrick<ul><li>Pokemon Trading Card Game Pocket</li></ul></li><li>Jason<ul><li>Phi-4<ul><li><a href="https://huggingface.co/spaces/microsoft/phi-4-multimodal">https://huggingface.co/spaces/microsoft/phi-4-multimodal</a></li></ul></li></ul></li></ul>Topic: Memory Management<ul><li>Motivation<ul><li>Avoid thrashing / crashes</li><li>Allocate resources efficiently</li><li>Keep high uptime</li></ul></li><li>Where<ul><li>OS Level<ul><li>Heap management</li><li>Virtual Memory</li></ul></li><li>Language/Compiler Level<ul><li>Cpp</li><li>Garbage collection</li><li>Ownership</li></ul></li></ul></li><li>Tools<ul><li>Instrumentation<ul><li>Export to Datadog / Grafana</li></ul></li><li>Python: psutil & tracemalloc</li><li>Valgrind</li></ul></li><li>What to do when your program uses too much memory?<ul><li>Reduce data sizes<ul><li>Compression</li><li>References</li><li>Lazy initializer</li><li>Generators & Back Pressure</li></ul></li><li>Ring buffers</li><li>Arena allocators</li><li>Disk based caching</li></ul></li></ul>

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