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Калина Сергій

LangChain vs LlamaIndex: Which Python AI Framework to Choose (2026)

June 11, 2026May 19, 2026 by Калина Сергій
LangChain vs LlamaIndex: Which Python AI Framework to Choose (2026)

Compare LangChain and LlamaIndex side by side: key differences, code examples, and a practical guide to choosing the right Python AI framework for your project.

Categories AI & Automation Tags AI, LLM, Python, Tutorial

Cursor AI Editor Review: Is It Worth the Upgrade? (2026)

June 11, 2026May 18, 2026 by Калина Сергій
Cursor AI Editor Review: Is It Worth the Upgrade? (2026)

Hands-on Cursor AI editor review: Tab completion, Agent mode, codebase chat, and .cursorrules explained. Comparison with VS Code + GitHub Copilot, pricing breakdown, and honest verdict.

Categories AI & Automation Tags AI, LLM, Tutorial

Multi-Agent Systems with LLMs: A Developer’s Guide (2026)

June 11, 2026May 15, 2026 by Калина Сергій
Multi-Agent Systems with LLMs: A Developer's Guide (2026)

Build multi-agent LLM pipelines with Python: orchestrator pattern, parallel fan-out, agent handoffs with state. Practical examples using Claude Sonnet and Haiku.

Categories AI & Automation Tags AI Agent, LLM, Python, Tutorial

ChromaDB Tutorial: Build Your First Vector Database with Python (2026)

June 11, 2026May 15, 2026 by Калина Сергій
ChromaDB Tutorial: Build Your First Vector Database with Python (2026)

Learn ChromaDB from scratch: create collections, add documents, query by semantic similarity, filter with metadata, and integrate with Claude to build RAG applications.

Categories AI & Automation Tags LLM, Python, Tutorial, Vector Database

How to Build a RAG Chatbot with Python

June 11, 2026May 13, 2026 by Калина Сергій
How to Build a RAG Chatbot with Python

Build a RAG chatbot from scratch using Python, ChromaDB, and Claude. Load documents, create a vector index, retrieve relevant chunks, and generate grounded answers.

Categories AI & Automation Tags Claude API, LLM, RAG, Tutorial

How to Get Your Anthropic Claude API Key

June 11, 2026May 13, 2026 by Калина Сергій
How to Get Your Anthropic Claude API Key

Step-by-step guide to getting an Anthropic API key: account setup, key creation, secure storage, rate limits, and pricing overview.

Categories AI & Automation Tags Anthropic, Claude API, Tutorial

Vector Databases Comparison: Pinecone vs Chroma vs Weaviate (2026)

June 11, 2026May 8, 2026 by Калина Сергій

Practical comparison of Pinecone, Chroma, and Weaviate for RAG applications — setup, performance, pricing, and when to use each.

Categories Blog

How to Build a Telegram Bot with Claude API in Python (2026)

June 11, 2026May 8, 2026 by Калина Сергій

Step-by-step tutorial: build a Telegram bot powered by Claude API — message handling, conversation memory, and deployment.

Categories Blog

RAG vs Fine-Tuning: When to Use Which (Developer’s Guide)

June 11, 2026May 8, 2026 by Калина Сергій

A practical comparison of RAG and fine-tuning for LLMs — when each approach makes sense, with code examples and decision criteria.

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Serhii Kalyna
Serhii Kalyna
Senior Dev · AI & Automation

18+ years building web apps. Now focused on AI development and LLM integrations — sharing what actually works in production.

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