Update talk links to PTC version

Author: jansel

README.md

@@ -2,16 +2,16 @@
   <img src="docs/_static/helion_nobackground.png" alt="Helion Logo" width="250"/>
 </div>
 
-# News
+# Events
 
-- **Oct. 21, 2025**: Talk at [2025 Triton Developer Conference](https://tritonconference.eventbuilder.com/TritonDeveloperConference?ref=TritonDeveloperConference) - Helion: A Higher-level DSL for Kernel Authoring
-- **Oct. 22, 2025**: [Meet the Developers of PyTorch Compiler and Helion](https://pytorchconference.sched.com/event/27QN9/meet-the-developers-of-pytorch-compiler-and-helion?iframe=no) at PyTorch Conference 2025
-- **Oct. 23, 2025**: Talk at PyTorch Conference 2025 - [Helion: A High-level DSL for Kernel Authoring](https://pytorchconference.sched.com/event/27QDl/helion-a-high-level-dsl-for-kernel-authoring-jason-ansel-meta?iframe=no)
 - **Dec. 11, 2025**: PyTorch Webinar - [Inside Helion: Live Q&A with the Developers](https://pytorch.org/event/inside-helion-live-qa/)
 
 # About
 
-📚 **[View Documentation](https://helionlang.com)** 📚 | 🎥 **[Watch Talk](https://youtu.be/UDqg5WrgT6U?si=-IlKLavNuiGOef5k)** 🎥 | 🚀 **[Try In Colab](https://colab.research.google.com/github/pytorch/helion/blob/main/notebooks/softmax.ipynb)** 🚀 |  **[Try In AMD DevCloud](https://amd-ai-academy.com/github/pytorch/helion/blob/main/notebooks/softmax.ipynb)**
+📚 **[View Documentation](https://helionlang.com)** 📚 |
+🎥 **[Watch Talk](https://youtu.be/BW-Ht-5IxgM)** 🎥 |
+🚀 **[Try In Colab](https://colab.research.google.com/github/pytorch/helion/blob/main/notebooks/softmax.ipynb)** 🚀 |
+**[Try In AMD DevCloud](https://amd-ai-academy.com/github/pytorch/helion/blob/main/notebooks/softmax.ipynb)**
 
 **Helion** is a Python-embedded domain-specific language (DSL) for
 authoring machine learning kernels, designed to compile down to [Triton],

docs/index.md

@@ -73,6 +73,10 @@ portable between different hardware. Helion automates and autotunes over:
 
 Try our [interactive demo notebook](https://github.com/pytorch/helion/blob/main/notebooks/softmax.ipynb) to see Helion in action! The notebook demonstrates softmax kernel implementations and runs directly in Google Colab on a GPU.
 
+## Watch Our Talk Recording
+
+Watch the [PyTorch Conference 2025 Helion talk](https://youtu.be/BW-Ht-5IxgM).
+
 ## Example
 
 A minimal matrix multiplication kernel in Helion looks like this:
@@ -258,3 +262,7 @@ variable will be ignored.
 Enable logging by setting the environment variable `HELION_LOGS=all` for INFO-level logs, or `HELION_LOGS=+all`
 for DEBUG-level logs. Alternatively, you can specify logging for specific modules using a comma-separated list
 (e.g., `HELION_LOGS=+helion.runtime.kernel`).
+
+To capture per-config autotuning telemetry alongside the debug log output for population-based autotuners (PatternSearch and DifferentialEvolution), set `HELION_AUTOTUNE_LOG=/tmp/run`
+to emit `/tmp/run.csv` (with config index, generation, status, benchmark perf, compile time, and timestamp)
+and `/tmp/run.log`.