Update README.md

README.md

@@ -33,11 +33,11 @@ For accessing Inkling via Tinker: You can get started by referring to the Tinker
 
 Inkling supports local deployment using the following open-source libraries:
 
-* SGLang ([docs](https://docs.sglang.io/cookbook/autoregressive/ThinkingMachines/Inkling), PR)
+* SGLang ([docs](https://docs.sglang.io/cookbook/autoregressive/ThinkingMachines/Inkling), [PR](https://github.com/sgl-project/sglang/pull/31358))
 * vLLM ([docs](https://recipes.vllm.ai/thinkingmachines/inkling), PR)
-* TokenSpeed ([docs](https://lightseek.org/tokenspeed/recipes/models#Inkling), PR)
+* TokenSpeed ([docs](https://lightseek.org/tokenspeed/recipes/models#Inkling), [PR](https://github.com/lightseekorg/tokenspeed/pull/689))
 * Unsloth ([docs](https://unsloth.ai/docs/models/inkling), PR)
-* Huggingface (docs, PR)
+* Huggingface ([docs](hf.co/blog/thinkingmachines-inkling), PR)
 
 API access is also available through third party inference providers.
 
@@ -75,7 +75,7 @@ The training data curation process includes cleaning, processing, and modifying
 
 # 5. Evaluations
 
-Inkling results are reported at effort=0.99. Comparison scores are from the r/acc leaderboard, generated Jul 14, 2026. Nemotron 3 Ultra, Kimi K2.5, Kimi K2.6, GLM 5.2, and DeepSeek V4 Pro are open weights models; Gemini 3.1 Pro, Claude Fable 5, and GPT 5.6 Sol are closed weights models.
+Inkling results are reported at effort=0.99. Comparison scores are generated Jul 14, 2026. Nemotron 3 Ultra, Kimi K2.5, Kimi K2.6, GLM 5.2, and DeepSeek V4 Pro are open weights models; Gemini 3.1 Pro, Claude Fable 5, and GPT 5.6 Sol are closed weights models.
 
 |     |     | Inkling | Nemotron 3 Ultra | Kimi K2.5 | Kimi K2.6 | GLM 5.2 | DeepSeek V4 Pro | Gemini 3.1 Pro (high) | Claude Fable 5 (max) | GPT 5.6 Sol (xhigh) |
 |-----|-----|---------|------------------|-----------|-----------|---------|-----------------|-----------------------|----------------------|---------------------|