CodeXpedite
  • Tech Architecture
  • AI Engineering
  • Modern Frontend
  • Solo SaaS Playbook
  • Dev Log
  • About
Sign in Subscribe
OpenCode Review: The Open-Source AI Agent That Challenges Claude Code and Cursor
ai-engineering

OpenCode Review: The Open-Source AI Agent That Challenges Claude Code and Cursor

I used to believe that AI coding assistants belonged inside IDEs — that
Read more
Murat Akdeniz
OpenClaw Review: The Open-Source Agent That Actually Executes — But At What Cost?
ai-engineering

OpenClaw Review: The Open-Source Agent That Actually Executes — But At What Cost?

Everyone is calling autonomous AI agents the future, but most of what
Read more
Murat Akdeniz
Terminal AI Coding Agents: The Brutally Honest Pros & Cons Breakdown
ai-engineering

Terminal AI Coding Agents: The Brutally Honest Pros & Cons Breakdown

I've spent months running terminal-based AI coding agents in production,
Read more
Murat Akdeniz
Why Your LLM Ignores Your Instructions — And the Benchmarks That Prove It
ai-engineering

Why Your LLM Ignores Your Instructions — And the Benchmarks That Prove It

I used to believe that if an AI model gave me a
Read more
Murat Akdeniz
GPT-4.1 Instruction Following: Why 87% on IFEval Still Isn't Enough
ai-engineering

GPT-4.1 Instruction Following: Why 87% on IFEval Still Isn't Enough

I've spent enough time wrestling with LLMs to know that
Read more
Murat Akdeniz
Stop Treating Prompt Techniques Like Solo Acts: Why Composition and Iteration Are the Real Superpowers
ai-engineering

Stop Treating Prompt Techniques Like Solo Acts: Why Composition and Iteration Are the Real Superpowers

I've watched countless developers treat prompt engineering as a menu
Read more
Murat Akdeniz
Role & Persona Prompting: From Expert Hats to Synthetic Minds
ai-engineering

Role & Persona Prompting: From Expert Hats to Synthetic Minds

I've spent months testing every prompt engineering trick I could
Read more
Murat Akdeniz
Why Raw Web Scrapes Ruin Your RAG Context Windows (And How to Fix It)
ai-engineering

Why Raw Web Scrapes Ruin Your RAG Context Windows (And How to Fix It)

I used to think the solution to every RAG problem was just
Read more
Murat Akdeniz
Why Left-to-Right Reasoning Is Holding LLMs Back: Inside Tree-of-Thoughts
ai-engineering

Why Left-to-Right Reasoning Is Holding LLMs Back: Inside Tree-of-Thoughts

I used to think Chain-of-Thought prompting was the ceiling of what structured
Read more
Murat Akdeniz
Chain-of-Thought Prompting: How a Simple Phrase Unlocks LLM Reasoning
ai-engineering

Chain-of-Thought Prompting: How a Simple Phrase Unlocks LLM Reasoning

I used to think language models just needed bigger context windows to
Read more
Murat Akdeniz
Zero-Shot vs Few-Shot Prompting: The Complete Decision Framework
ai-engineering

Zero-Shot vs Few-Shot Prompting: The Complete Decision Framework

I remember the first time I tried to get an LLM to
Read more
Murat Akdeniz
MCP Explained: The USB-C Port for AI That Changes Everything About How Models Connect to the Real World
tech-architecture

MCP Explained: The USB-C Port for AI That Changes Everything About How Models Connect to the Real World

I've been watching the AI ecosystem scramble to connect language
Read more
Murat Akdeniz
CodeXpedite © 2026
  • Sign up
  • Privacy Policy
Powered by Ghost