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README.md

@@ -30,10 +30,10 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
 | # | Title | Article | Interactive |
 |---|-------|---------|-------------|
 | 01 | Intro to EXD | — | — |
-| 02 | Setup & First Inference | — | — |
-| 03 | Inference Benchmarking | — | [🚀 Simulator](https://huggingface.co/spaces/EXD-AI/inference-simulator) |
-| 04 | Performance Tuning | — | [🚀 Simulator v2](https://huggingface.co/spaces/EXD-AI/inference-simulator-v2) |
-| 05 | Speculative Decoding | — | [⚡ Spec Decode](https://huggingface.co/spaces/EXD-AI/speculative-decoding-simulator) |
+| 02 | Setup & First Inference | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep02/ep2-setup-and-first-inference.md) | — |
+| 03 | Inference Benchmarking | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep03/ep3-inference-benchmarking.md) | [🚀 Simulator](https://huggingface.co/spaces/EXD-AI/inference-simulator) |
+| 04 | Performance Tuning | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep04/ep4-inference-benchmarking-continued.md) | [🚀 Simulator v2](https://huggingface.co/spaces/EXD-AI/inference-simulator-v2) |
+| 05 | Speculative Decoding | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep05/shownotes.md) | [⚡ Spec Decode](https://huggingface.co/spaces/EXD-AI/speculative-decoding-simulator) |
 | 06 | *coming soon* | — | — |
 | 07 | *coming soon* | — | — |
 
@@ -45,7 +45,7 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
 |------|------|-------------|
 | 📊 Dataset | *coming soon* | Benchmark results |
 | ⚙️ Dataset | *coming soon* | vLLM config profiles |
-| 📝 Article | *coming soon* | Episode write-ups |
+| 📝 Article | [GitHub episodes](https://github.com/Ramshreyas/EXD/tree/main/episodes) | Full write-ups for each episode |
 
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