Update README.md

README.md

@@ -230,17 +230,25 @@ Response Guidelines:
 
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-<B>Software to Augment Generation:</B>
+<B> Additional Support / Documents for this model to assist with generation / performance: </b>
 
-AI Auto-Correct Engine (built, and programmed by DavidAU) auto-corrects AI generation in real-time, including modification of the 
-live generation stream to and from the AI... creating a two way street of information that operates, changes, and edits automatically.
-This system is for all GGUF, EXL2, HQQ, and other quants/compressions and full source models too.
+Document #1:
 
-Software Link:
+Details how to use reasoning/thinking models and get maximum performance from them, and includes links to all reasoning/thinking models - GGUF and source, as well as adapters to turn any "regular" model into a "reasoning/thinking" model.
 
-https://huggingface.co/DavidAU/AI_Autocorrect__Auto-Creative-Enhancement__Auto-Low-Quant-Optimization__gguf-exl2-hqq-SOFTWARE
+[ https://huggingface.co/DavidAU/How-To-Use-Reasoning-Thinking-Models-and-Create-Them ]
 
-For Deepseek / Reasoning Models: This engine can adjust/correct both the "thinking" and "output generation" in real time.
+Document #2:
+
+Document detailing all parameters, settings, samplers and advanced samplers to use not only my models to their maximum potential - but all models (and quants) online (regardless of the repo) to their maximum potential. Included quick start and detailed notes, include AI / LLM apps and other critical information and references too. A must read if you are using any AI/LLM right now.
+
+[ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]
+
+Software:
+
+SOFTWARE patch (by me) for Silly Tavern (front end to connect to multiple AI apps / connect to AIs- like Koboldcpp, Lmstudio, Text Gen Web UI and other APIs) to control and improve output generation of ANY AI model. Also designed to control/wrangle some of my more "creative" models and make them perform perfectly with little to no parameter/samplers adjustments too.
+
+[ https://huggingface.co/DavidAU/AI_Autocorrect__Auto-Creative-Enhancement__Auto-Low-Quant-Optimization__gguf-exl2-hqq-SOFTWARE ]
 
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