Augmetrics® Knowledgebase:
Behind the Build
Latest Articles
- Data Darwinism: The Survival of the Fittest Data
Data is not valuable on its own. It only has potential.
- 10 Top Ways to Collaborate With Your AI
A practical guide for teams ready to collaborate with AI, not fight it.
- AI Can’t Adapt If People Aren’t Allowed to Learn
They set the KPIs. They launch the pilot. And yet — it doesn’t quite take.
The Augmetrics® Knowledgebase is where we unpack the deeper questions and technical realities behind today’s most powerful AI systems.
This section goes beyond the blog to offer clear, candid explorations of what’s really happening under the hood—from the hidden costs of model training to the elusive promise of AGI.
Here, you’ll find deep dives into topics like how long it takes (and how much it costs) to train large language models, what a single training cycle actually involves, and how much energy is consumed in the process. We also explore foundational questions—like whether current LLM architectures are capable of achieving artificial general intelligence at all.
Knowledge Base Deep-Dives
Updated Weekly
- AI Model Training: What Is Involved In A Single Training Cycle?
- How Much Energy Does AI Model Training Use—And What Does It Cost?
- Training an LLM Model: How Long Does It Take & How Much Does Each Step Cost?
- What Is AGI, and Can It Be Achieved by Current LLM Technologies?
- After the Pre-Processing Stages Comes Model Training: What Are Its Steps?
- Data Darwinism: The Survival of the Fittest Data
- 10 Top Ways to Collaborate With Your AI
- AI Can’t Adapt If People Aren’t Allowed to Learn
Latest Blog Posts
Stay updated on the key aspects around AI and data-processing
Reinforcement Learning (RL) is a machine learning approach where an AI agent learns by interacting with…Read Article
Despite the incredible size of the data used in model training, real-world datasets often contain gaps, biases…Read Article
Once raw data has been cleaned, normalized, and structured during pre-processing, the next step is…Read Article
AI models rely on a diverse range of data sources during pre-processing to ensure accuracy and contextual…Read Article
AI model training is a multi-stage process that transforms raw data into intelligent, predictive…Read Article
There’s So Much to Learn
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