Knowledge Base

Toolliyo Blog

Insights, tutorials, and career tips from the engineering community

LinkedIn articles
All Technology Career Tips Interview Prep Dev Tools Industry News Tutorials Best Practices General AI & Developer Tools
⭐ Featured Technology
What Are AI Tokens? Understanding Context Windows, Input Tokens, and Output Tokens

Learn what AI tokens are, how tokenization works, input vs output tokens, context windows, LLM token limits, API costs, and practical token optimization techniques.

System Admin 18m read 15 0
⭐ Featured Technology
What Is Top-P Sampling? How AI Selects Which Words to Generate

Learn what Top-P Sampling is, how Nucleus Sampling works, token probability, Top-P vs Temperature, Top-K sampling, and practical LLM API examples for developers.

System Admin 13m read 15 0
⭐ Featured Technology
What Is AI Model Temperature? How AI Controls Creativity and Randomness

Learn what AI model temperature is, how it controls token sampling, low vs high temperature, Top-P comparison, practical examples, and how developers configure LLM APIs.

System Admin 13m read 13 0
Technology 18m read
What Are AI Tokens? Understanding Context Windows, Input Tokens, and Output Tokens

Learn what AI tokens are, how tokenization works, input vs output tokens, context windows, LLM token limits, API costs, and practical token optimization techniques.

System Admin
15 0 0
Technology 13m read
What Is Top-P Sampling? How AI Selects Which Words to Generate

Learn what Top-P Sampling is, how Nucleus Sampling works, token probability, Top-P vs Temperature, Top-K sampling, and practical LLM API examples for developers.

System Admin
15 0 0
Technology 13m read
What Is AI Model Temperature? How AI Controls Creativity and Randomness

Learn what AI model temperature is, how it controls token sampling, low vs high temperature, Top-P comparison, practical examples, and how developers configure LLM APIs.

System Admin
13 0 0
Technology 15m read
What Are AI Hallucinations? Why AI Makes Up Answers and How to Reduce Them

Understand AI hallucinations, why ChatGPT and LLMs generate incorrect answers, real-world examples, and how RAG, grounding, validation, and evaluation improve AI

System Admin
14 0 0
Technology 16m read
What Is Prompt Engineering? A Beginner's Guide to Communicating Effectively With AI

Learn what Prompt Engineering is, how prompts work, zero-shot, one-shot, few-shot prompting, role-based prompting, and practical examples for developers and beginners.

System Admin
13 0 0
Technology 16m read
What Is Fine-Tuning in AI? How to Customize an Existing AI Model

Learn what AI fine-tuning is, how pretrained models are customized, when to use fine-tuning versus RAG, and how developers can build specialized AI applications.,LLM fine-tuning, model customization, pretrained models, supervised fine-tuning, LoRA, RAG vs fine-tuning, AI model training

System Admin
10 0 0
Technology 5m read
What Is RAG? Retrieval-Augmented Generation Explained

Learn how Retrieval-Augmented Generation (RAG) works, how AI retrieves information from your documents, and how to build RAG applications using embeddings, vector search, and LLMs. RAG architecture, RAG pipeline, AI chatbot with documents, vector search, embeddings, LLM applications, RAG for developers

System Admin
24 0 0
Toolliyo Assistant
Ask about tutorials, ebooks, training, pricing, mentor services, and support. I use public site content only—not admin or internal tools.

care@toolliyo.com

Need callback? Share your details