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fix: replace all (#) placeholder links in README with real URLs#2

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yicao-elina wants to merge 13 commits into
lvy010:mainfrom
yicao-elina:fix/broken-links
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fix: replace all (#) placeholder links in README with real URLs#2
yicao-elina wants to merge 13 commits into
lvy010:mainfrom
yicao-elina:fix/broken-links

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@yicao-elina

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Summary

  • All 50+ (#) placeholder hyperlinks in README.md were broken — clicking any link just scrolled to the top of the page or did nothing.
  • This PR fixes ~40 links across Course, Paper, and Blog/Book sections with verified URLs.
  • 11 links remain (#) pending source verification — tracked in fix: 11 README links still unresolved after bulk link-fix PR #1.

Changes by section

Section Links fixed
Courses CS224n, CS336, CSCI1390, Learn Claude Code
Base models PaLM, OPT, BLOOM, LLaMA
Fine-tuning InstructGPT, Constitutional AI, DPO, ORPO, GRPO, LoRA, QLoRA
Attention FlashAttention, FA2, RoPE, ALiBi, MQA, GQA
Speculative Decoding Medusa, Lookahead Decoding, Speculative Sampling
KV Cache PagedAttention (vLLM), H2O compression
PD Disaggregation Mooncake, Splitwise, DistServe, MemServe, DualPath, TetriInfer
LLM Applications RAG, METIS, CacheBlend, Parrot, Ayo, CoT, ToT, ReAct
MoE Switch Transformer, DeepSeekMoE
Scheduling DeepSpeed-FastGen, SARATHI, Sarathi-Serve
Training Test-Time Scaling, Muon Optimizer
FlashAttention blogs ELI5 (Gordic/Medium), First Principles (Cerebras), Tri Dao video (YouTube)
Harness Engineering Stripe Minions Part 1 & 2 (stripe.dev)
Triton blogs Deep Dive Parts 1–3 (kapilsharma.dev)
vLLM + GPU + CUDA Inside vLLM (vllm.ai), tiny-gpu (GitHub), CUDA matmul worklog (siboehm.com)
Quantization pytorch/ao, PyTorch docs
Books Manning LLM From Scratch, ML Engineering (stas00/ml-engineering)

Test plan

🤖 Generated with Claude Code

Yi Cao and others added 13 commits July 9, 2026 16:51
… Claude Code)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…RPO, LoRA, QLoRA, etc.)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…, RoPE, ALiBi, MQA, GQA)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…d, Speculative Sampling)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…ion)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…, DistServe, MemServe, etc.)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…ot, CoT, ToT, ReAct)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…Transformer, SARATHI, Muon, etc.)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
… Dao video)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
… & Part 2)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…ies (Parts 1-3)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
…inks

- Inside vLLM anatomy: vllm.ai blog
- NVidia SM history: fabiensanglard.net
- Tiny GPU: github.com/adam-maj/tiny-gpu
- PyTorch quantization: pytorch.org docs and pytorch/ao
- Speculative decoding vLLM blog: vllm.ai
- CUDA matmul worklog: siboehm.com
- Build LLM From Scratch: Manning
- ML Engineering book: github.com/stas00/ml-engineering

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
@yicao-elina

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Hi Lvy, some of the hyper ref does not work in the README, i fixed them. (btw great job of this repo, very helpful for self-learning and improving!

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