Become Better

We all miss the Cold War, don’t we?

What I Learned While Developing a System to Summarize My Project Notes — Part 2

From 21MB to 234KB, from 10 sections to 24 files, from Chinese output to a clean Turkish summary.

I’m Here, Waiting for Us

Secrets are not for waiting, Hearts are too loving to be sad. My feelings are still too heavy to stay with me. If you remember us, I can…

The Truth Behind My Running: A Journey Towards Freedom, Health, and Inner Peace? Why I Run?

Discover the exhilarating sense of freedom, mental clarity, and the importance of community I encountered on my journey in world of running

What Makes Shakespeare So Different?

I first read Shakespeare before university, and to be honest, I didn’t understand what all the praise was about.

Setting Up the RAG System Wasn’t Enough: This Time, I Proved That the Source Was Actually Processed

How did I use Batch Guard to resolve issues with files having the same name, incorrectly processed records, and source ID problems across…

Understanding Claude 101 Through My Own RAG System: Projects, Skills, MCP, Enterprise Search, and…

What I realized after completing Anthropic’s Claude 101 training

Local AI at Home: The Reality of Setting Up Ollama, qwen3:30b, and RAG with an AMD GPU

The story of escaping WSL (Windows Subsystem for Linux), waking up the GPU, and loading 262 articles into memory

The Real Problem After RAG: Proving That AI Is Looking in the Right Place

How did I develop natural language navigation, Turkish search normalization, and command routing control in my Telegram-based local AI…

The Question “What Is ADM?” Changed My Path

A simple TOGAF question led me to develop an identity layer instead of a retrieval layer in my AI system.

Before Scaling RAG: Ensuring Technical Terms Are Safe

Transitioning to a local glossary guard, regression tests, and an agentic web ingestion design to reduce local LLM predictions

Creating a More Reliable AI Operating Environment: Addressing State Loss, Repeated Updates, and…

What I learnt whilst making a Telegram-based information system more secure following the search process

Lost Loves

I don’t know how I will start All I know is I am a girl lost in this world I don’t want to anything excluding the truth I’m in the middle…

The Man Behind Almost Every Story You Love: Joseph Campbell

Beyond the Information Catalog: Teaching a Local AI to Navigate Through Books

Why Was Book-Level Information Access Not Enough?

Finding the Chapter Wasn’t Enough: Teaching Local AI to Navigate Through Books

The Transition from a Chapter-Aware System to a Section-Aware System

Elements of State Responsibility: Internationally Wrongful Act

General Notes: 3 (International Law Discussions: Part: 5)

Replay

I thought love was enough.

The Problem After RAG: Why Did the System Start Providing Answers from the Wrong Book?

What I Learned While Trying to Preserve the Identity of Information Sources Across Hundreds of EPUBs, PDFs, and Articles

Who Wins Wars?

Is there really a winner?

The View is Great (A Terrible Thing)

There’s too many of us and none of us can help each other. We float through life, hoping for a stick to land on, hoping it won’t fly away…

The Robots Are Coming, Where Is Humanity Going?

Once upon a time, people feared that machines would only take over physical labor. Today, however, we are standing at a completely…

Looking for an Emotional Safety Valve Instead of Facing Yourself

You can’t build your emotional balance on someone else’s shoulders.

Don't Share Your Goals with Everyone

Why Sharing Goals Feels So Good

If You Make Money on Medium, You’ll Eventually Receive This Email: 1042-S Explained

What is the 1042-S form on Medium? Why does Medium withhold U.S. taxes and what does W-8BEN mean for international writers?