Formula Design Software —— Super AI Diet Therapy
The Ultimate Engine for Formula R&D, targeting any disease or demand, identifies the most effective species and supplements from over 2 million species and more than 100,000 supplements worldwide. Then, use My Super Formulas (Custom Formula Pool) to directly generate top-tier formulas.
Why Formulas Designed Solely with Large Language Models (LLMs) Are Inadequate?
1. Hallucinations
This is unavoidable. It is determined by the Multi-Head Self-Attention Mechanism of the Transformer architecture underlying large language models. For example, when using Doubao solely to design a formula for gastric ulcers, you will find that the generated formula often includes an ingredient called Slippery Elm Bark Powder (Slippery Elm) and claims it is derived from the bark of Ulmus rubra. However, you cannot find any literature linking Slippery Elm or Ulmus rubra to gastric ulcers or gastric acid on PubMed.
2. Mediocrity
Formulas generated solely by large language models are very mediocre (and sometimes completely ineffective). This is because when designing formulas, large language models tend to use the most common and marginally useful (or sometimes completely useless) supplements, rather than the most effective but potentially less common ones. The reason is that the answers provided by large language models are based on probability distributions. Essentially, it generates the most probable answer within a certain range. Firstly, this range is not global; secondly, the most probable answer within this range does not mean it is the correct answer for that range.
3. Randomness
The formula generated each time is different. The randomness that has to be introduced to prevent overfitting and improve generalization ability leads to inconsistent answers with each generation. This results in different formulas being generated for exactly the same requirements, leaving users at a loss.
Why Can Daza Matrix + Large Language Models Design Top-Tier Formulas?
1. Using CNN+NLP+Domain-Specific NLP to Resolve Hallucinations and Randomness
Compared with LLMs, the CNN+NLP+Domain-Specific NLP solution can better understand and process professional terminology and domain knowledge, reducing misunderstandings caused by general-purpose models. At the same time, it is more modular and interpretable, facilitating adjustments and optimizations for specific tasks and enabling tracking of the model's decision-making process, thus completely eliminating hallucinations.
Unlike the generative approach of LLMs, the CNN+NLP+Domain-Specific NLP solution relies more on rule-based and statistical models, resulting in highly stable generated outcomes.
2. Filtering Out Mediocrity Through Custom Formula Pools
For any disease or demand, Daza Matrix identifies the most effective species and supplements from over 2 million species and more than 100,000 supplements worldwide. By only adding the most effective candidate species and candidate supplements to the custom formula pool, we completely eliminate the possibility of large language models choosing mediocre options. A simple truth: if you only select from Olympic champions, you will not get underperforming athletes.
Super AI Diet Therapy identifies the most effective species and supplements from over 2 million species and more than 100,000 supplements worldwide for any disease or demand.
The Super AI Diet Therapy function is realized through Daza Matrix's Species Name Recognition and Supplement Recognition. Based on FoodWake's curated Global Species Library, Global Supplement Library, and Convolutional Neural Networks (CNN), combined with Correlation Coloring implemented by LLM/LSTM+SHA, it identifies all existing species and supplements mentioned in massive volumes of literatures, and performs semantic-level word frequency sorting and correlation coloring on the recognized species names and supplements. This makes the most effective species and supplements for the disease or demand stand out and be easily understood at a glance.
Custom Diseases and Demands — with the Super AI Diet Therapy function, you can customize any disease or demand.
Using Super AI Diet Therapy, you can find the most effective species and supplements worldwide for the following demands and diseases:
- Anti-Aging
- Life Extension
- IQ Enhancement
- Memory Improvement
- Anti-Cancer
- Alzheimer's Disease (Senile Dementia)
- Diabetes
- Anxiety Disorder
- Depression
- Weight Loss
- Height Increase
- Insomnia
- Antioxidation
- Telomere Extension
- ……
- More Custom Demands Defined by You
Demands and Sub-Demands — each demand or disease can be treated as a whole, or subdivided into multiple sub-demands as needed. For example, "Memory Improvement" can be treated as a single entity, or subdivided into sub-demands such as Cognitive Ability Enhancement, Spatial Memory Improvement, Cerebral Blood Flow Increase, Attention Enhancement, Neuroprotection, Neuroregeneration, Promotion of Neuron Proliferation, and Anti-Oxidative Stress.
Another example: "Telomere Extension" can be treated as a whole, or subdivided into sub-demands such as Antioxidation (combating oxidative stress damage to telomeres), Anti-Anxiety and Anti-Depression (stress accelerates telomere shortening), DNA Repair, and Telomerase Activation (excessive telomerase activation increases cancer risk, so telomerase should be activated on the premise of inhibiting cancer).
Keyword Support — simply enter keywords (or keyword groups) for demands or diseases, and Super AI Diet Therapy will identify the most effective species and supplements from over 2 million species and more than 100,000 supplements worldwide for you. Whether you are analyzing a demand (e.g., Memory Improvement), a sub-demand (e.g., Neuroprotection under Memory Improvement), or a disease along with its complications and secondary diseases, Super AI Diet Therapy will real-time retrieve and analyze massive volumes of PubMed literatures and quickly provide you with answers.
Keyword support includes full English, full Chinese, and mixed Chinese-English inputs. It also supports all PubMed search Boolean operators, as well as parentheses and double quotation marks. This allows you to combine and construct keyword search logic ranging from the simplest and easiest to use to the most complex and powerful, accurately obtaining the required literatures.
Eliminate Hallucinations — Super AI Diet Therapy adopts NLP+Domain-Specific NLP+Convolutional Neural Network models to effectively eliminate hallucinations in Large Language Models (LLMs) when analyzing literatures.
Super Formula Design — directly generate complete formulas using large language models based on the analysis results of Super Species Recognition and Super Supplement Recognition.
My Super Formulas (Custom Formula Pool) — you can further select the ingredients you most want to use from Super Species Recognition and Super Supplement Recognition to build your own formula pool. You can fully control formula design by specifying Mandatory Ingredients, Number of Ingredients, Target Species, and Special Instructions in the formula pool. Then, let large language models directly generate top-tier formulas based on your formula pool.
AI Super Tool — whether you are a business or an individual, Super AI Diet Therapy is your AI super tool for finding ultimate solutions for demands and diseases.