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Category: ChatGPT

Integrating xAI Grok API with Spring Boot

Integrating xAI Grok API with Spring Boot

Posted on November 9, 2025 by Toma Velev

This guide walks you through integrating the xAI Grok API into a Spring Boot application. The Grok API is a RESTful service compatible with OpenAI’s API structure, making it straightforward to use for chat completions, text generation, and more. It powers models like grok-beta, grok-2-latest, and advanced ones like grok-3 or grok-4 (availability depends on…

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How to Progresively Integrate AI

How to Progresively Integrate AI

Posted on November 6, 2025 by Toma Velev

To Integrate AI into an existing system with specific requirements and logic, especially when moving from traditional tools to more advanced technologies like Large Language Models (LLMs) or other AI tools, requires a systematic and gradual approach. Here’s a high-level roadmap for Progresively integrating AI into your system: 1. Understand the Existing System Document Requirements:…

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What is AI Agent

What is an AI Agent

Posted on November 6, 2025 by Toma Velev

AI Agent is not something new or revolutionally – it is LLM combined with with sub-modules that execute the recommendations of it. The MCP (Model Context Protocol) and agent-style LLM workflows (like those in LangChain, LlamaIndex, CrewAI, AutoGen, etc.) can often be reduced to a planning → execution loop powered by an LLM, with tools…

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Image to Text AI

Image to Text AI

Posted on October 21, 2025 by Toma Velev

There are open-source (or freely usable) AI or OCR systems that convert image to text. What “image to text” exactly means can vary (e.g. OCR, image captioning, scene text recognition). Here are some good ones and pointers: Types of “Image → Text” tasks Before listing, it’s useful to distinguish: OCR (Optical Character Recognition) — extracting…

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LLMs vs Search Engines

LLMs vs Search Engines

Posted on January 28, 2025January 28, 2025 by Toma Velev

The large language models (LLMs) modify the human behaviour – Instead of the search engines – autocompleting their untyped words, now the LLMs need specific details so the result to be the desired result. GPT-4, Llama, DeepSeek etc, are changing how humans interact with technology, particularly in terms of how we formulate queries and requests….

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What is appropate age for app that uses Large Language Models

What is appropate age for app that uses Large Language Models

Posted on December 26, 2024December 27, 2024 by Toma Velev

The appropriate age for an app that usesLarge Language Models (LLMs) depends on the app’s design, content, and intended purpose. Here’s a breakdown of considerations: 1. General Recommendations 13+ (Teenagers and Adults): Many apps require users to be at least 13 years old, as this aligns with COPPA (Children’s Online Privacy Protection Act) regulations in…

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Reasons why using Large Language Models will not Work

Posted on December 8, 2024 by Toma Velev

While they’ve achieved impressive results in many areas, Large Language Models have some reasons why they might not be suitable or effective for certain tasks and will not Work for you. Here are some potential drawbacks. Computational requirements Training and using large language models require significant computational resources, which can be a barrier for many…

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What topics will be 🔥HOT🔥for Tech in 2025

What topics will be 🔥HOT🔥for Tech in 2025

Posted on December 4, 2024 by Toma Velev

Predicting the future of Tech is always exciting and so is what will be HOT in 2025! Based on current trends, research, and industry developments, here are some topics that might be “hot” in the technology world by 2025. Blockchain and Distributed Ledger Technology Based on current trends and the growing interest in blockchain, cryptocurrency,…

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General Purpose LLMs up-to-date

General Purpose LLMs up-to-date

Posted on September 2, 2024 by Toma Velev

General Purpose LLMs may not have the most up-to-date information on specific technologies or services. This is due to several reasons: Data limitations: The training data is sourced from a snapshot of the internet at a particular point in time. This means it may not have access to the latest developments or updates. Knowledge graph…

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How to generate Javadoc (and other types of) documentation

How to Generate Javadoc (and other types of) Documentation

Posted on September 2, 2024 by Toma Velev

How to generate Javadoc (and other types of) Documentation – while you are drinking a coffee? Use GPT Chat with whatever LLM Model. Understanding the Weak places of AI At the current state – most AI systems have a pretrained set of information with some historical data build into the Language Model. If you ask…

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