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The Reality of AI Agent Implementation - 5 Factors That Separate Success from Failure in 2025
AI Utilization Dec 16, 2025

The Reality of AI Agent Implementation - 5 Factors That Separate Success from Failure in 2025

In 2025, AI agents are at the center of business. While 88% implement them, only 6% are truly successful. This article thoroughly explains the 5 factors that separate successful from failed companies based on the latest reports from Microsoft, OpenAI, and McKinsey.

AI Agents Digital Transformation ROI 2025 Trends Agentic AI
Function Calling & Tool Use Implementation Guide - Complete Explanation of Core AI Agent Technology
AI Agents Dec 15, 2025

Function Calling & Tool Use Implementation Guide - Complete Explanation of Core AI Agent Technology

Function Calling and Tool Use are essential for AI agent development in 2025. This article provides practical explanations of everything engineers should know, from implementation comparisons across OpenAI, Anthropic, and Google, to building autonomous agents with ReAct patterns, and production operation considerations.

Function Calling Tool Use AI Agent OpenAI Anthropic
Test-Time Compute (TTC) Complete Guide - The New Era of AI Inference That 'Thinks Fast and Deep'
LLM Dec 15, 2025

Test-Time Compute (TTC) Complete Guide - The New Era of AI Inference That 'Thinks Fast and Deep'

A comprehensive explanation of the technical mechanisms behind Test-Time Compute (TTC) represented by OpenAI o1. A complete guide for AI engineers to implement in practice, covering Best-of-N, reward models with PRM/ORM, and adaptive computation implementation patterns.

Test-Time Compute TTC Inference Optimization System 2 OpenAI o1
AI Agent Computer Use Complete Guide - Next Generation of GUI Operation Automation
AI Agent Dec 14, 2025

AI Agent Computer Use Complete Guide - Next Generation of GUI Operation Automation

With Anthropic's 'Computer Use' feature, LLMs can operate browsers and desktop apps like humans. Explains the mechanism, implementation methods, security, and differentiation from traditional API integration for engineers.

Computer Use Anthropic Claude 3.5 Sonnet GUI Automation Agentic AI
Is AI Ethics a Cost or an Investment? The Business Value of 'Responsible AI' Every Executive Should Know
AI Implementation Dec 14, 2025

Is AI Ethics a Cost or an Investment? The Business Value of 'Responsible AI' Every Executive Should Know

As AI adoption accelerates, addressing ethical risks is urgent. This article explains the basic principles of 'responsible AI' that executives should know and its specific business value, based on research from PwC and BCG, in an easy-to-understand manner.

AI Ethics Responsible AI AI Governance
LLM Inference Optimization: Practical Techniques to Dramatically Improve Latency and Cost
LLM Dec 14, 2025

LLM Inference Optimization: Practical Techniques to Dramatically Improve Latency and Cost

Comprehensive guide to solving LLM production challenges with quantization, speculative decoding, vLLM, and other cutting-edge techniques to dramatically reduce inference costs and latency.

LLM Inference Optimization Quantization vLLM FlashAttention