LLM & Integration

Large language models, ChatGPT, Claude, GPT-4, prompt engineering, and LLM integration patterns

23 posts in this category

System Prompts vs User Prompts: The Hidden Backbone of AI Behavior

LLM & IntegrationDecember 4, 2025

Understand how system prompts and user prompts shape AI responses, with practical examples, coding demos, and insights into performance, safety, and real-world use.

#AI #LLM

The Future of LLMs and Fine‑Tuning: From Foundation Models to Custom Intelligence

LLM & IntegrationDecember 4, 2025

Explore how fine‑tuning is evolving alongside large language models (LLMs), from adapters and LoRA to retrieval‑augmented generation, with practical insights, code demos, and production strategies.

#LLMs #AI

AI Assistance for Coding: From Autocomplete to Autonomous Pair Programmers

LLM & IntegrationNovember 30, 2025

Explore how AI coding assistants are transforming software development — from intelligent code completion to autonomous pair programmers — with practical examples, pitfalls, and best practices for late 2025.

#AI coding assistants #developer tools

ChatGPT 5.1 vs Gemini 3 vs Claude Opus 4.5: The 2025 AI Showdown

LLM & IntegrationNovember 28, 2025

A deep, practical comparison of ChatGPT 5.1, Gemini 3, and Claude Opus 4.5 — exploring their architectures, real-world performance, coding capabilities, and when to use each model.

#ChatGPT 5.1 #Gemini 3

Claude Opus 4.5: Anthropic Most Capable AI Yet

LLM & IntegrationNovember 28, 2025

A deep dive into Claude Opus 4.5 — its architecture, performance, use cases, coding capabilities, and how it integrates with MCP for real-world automation.

#Claude Opus 4.5 #Anthropic

Building Trustworthy AI: LLM Guardrails in Real‑World Applications

LLM & IntegrationNovember 19, 2025

Discover how guardrails make large language models (LLMs) safe, ethical, and compliant—from healthcare to finance—and learn how to design, monitor, and deploy AI responsibly.

#AI #LLM

Compress Your Prompts: Smarter AI, Lower Costs

LLM & IntegrationNovember 19, 2025

Learn how to shorten and optimize your LLM prompts to reduce token usage, improve accuracy, and save money using tools like LLMLingua, GIST tokens, and PCToolkit.

#LLM #prompt engineering

How to Solve Common RAG Failures

LLM & IntegrationNovember 18, 2025

A deep dive into diagnosing and fixing Retrieval-Augmented Generation (RAG) failures — from poor indexing to hallucination — with practical debugging, testing, and monitoring strategies.

#RAG #retrieval-augmented generation

Keep LLM Outputs Predictable: Engineering Stability in AI Responses

LLM & IntegrationNovember 18, 2025

Learn how to make large language model outputs consistent and reliable using structured prompts, temperature control, and Pydantic validation.

#LLM #AI

Building Private AI Models with Open Source LLMs

LLM & IntegrationNovember 15, 2025

Learn how to build secure, private AI models using open-source large language models (LLMs), from fine-tuning and quantization to on-premise deployment and compliance.

#AI #LLM

Building Smarter Apps with the OpenAI API

LLM & IntegrationNovember 14, 2025

Learn how to design, build, and scale intelligent applications using the OpenAI API — from architecture and security to testing, monitoring, and real-world use cases.

#OpenAI API #AI applications

How to Save Costs with Small LLMs

LLM & IntegrationNovember 14, 2025

Discover how smaller language models can dramatically cut AI costs while maintaining strong performance. Learn practical strategies for deployment, fine-tuning, and optimization.

#AI #LLM

Claude Skills: Custom AI Modules for Smarter Workflows

LLM & IntegrationOctober 18, 2025

Anthropic’s new Claude Skills feature introduces modular, customizable AI capabilities for tailored tasks. Here’s a deep dive into how they work, what’s new, and what this means for developers and teams.

#Claude #Anthropic

MCP Servers: The Hypothetical Backbone of AI‑Connected Tools

LLM & IntegrationOctober 16, 2025

A deep, speculative exploration of the Model Context Protocol (MCP) server concept — how it could bridge AI models with real‑world systems in a secure, modular way.

#AI integration #MCP servers

Inside AI Coding Agents: How Autonomous Dev Workflows Are Evolving

LLM & IntegrationOctober 11, 2025

A grounded, detailed look at AI coding agents — how they work, what makes them different from traditional copilots, and how agentic workflows are reshaping software development.

#AI coding agents #autonomous software

MCP Servers Explained: Claude’s New AI Backbone for Real Automation

LLM & IntegrationOctober 4, 2025

Model Context Protocol (MCP) servers are redefining how AI connects with real-world tools. Here’s a deep, practical dive into what MCP servers are, how they work, and how to deploy them—complete with examples from OpenShift and ToolHive.

#MCP server #Claude

Moonshot’s Kimi-K2: The Free AI Model Beating Paid Giants

LLM & IntegrationSeptember 28, 2025

Kimi-K2 from Moonshot is shaking up the AI world. With trillion-parameter scale and benchmark-shattering results, it’s redefining coding and app building—without the price tag.

#Kimi-K2 #Moonshot

The Future of GitHub Copilot: Free Editor, Spec-Driven Dev & Smarter Prompts

LLM & IntegrationSeptember 27, 2025

GitHub Copilot is evolving fast. From a new free AI code editor to Spec-Driven Development and better prompting strategies, here's everything you need to know about making Copilot truly reliable.

#GitHub Copilot #Spec Kit

TV Web Browser: How AI Agents Are Redefining Browsing on the Big Screen

LLM & IntegrationSeptember 24, 2025

TV web browsers are evolving fast, powered by AI agents that automate online tasks, personalize browsing, and bring new utility to smart TVs. Let's dive deep into how this technology is transforming the living room experience.

#tv web browser #AI agents

Grok Code Fast One: The AI Revolutionizing Coding

LLM & IntegrationSeptember 23, 2025

Discover Grok Code Fast One, the AI tool that's transforming how developers write code with unparalleled speed and efficiency.

#AI #coding

Mastering Fine-Tuning of Large Language Models: From Basics to Advanced Techniques

LLM & IntegrationSeptember 23, 2025

Dive deep into the world of fine-tuning large language models with Tata Vasneyan of Lunar Tech. Learn the practical applications and methodologies that transform AI capabilities.

#AI #Technology

Capture Claude Code with `mitmproxy` — step-by-step guide (with ready-to-run addons & analysis scripts)

LLM & IntegrationSeptember 22, 2025

A practical, repeatable workflow to intercept, save, and analyze Claude Code traffic using mitmproxy, with addons and analysis scripts.

#Claude code #AI

Navigating the Intersection of Chatbots, Cybersecurity, and Compliance

LLM & IntegrationSeptember 17, 2025

Explore the crucial role of chatbots in cybersecurity, the challenges of data privacy, and the importance of compliance in today's digital landscape.

#Chatbot #Cybersecurity