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Ali Suleyman TOPUZ profile picture

Ali Suleyman TOPUZ

lifelong learner.

Education

Bachelor Degree in Applied Science - Computer Science Engineering

Work

Software Engineering, Engineer, Lead, Consultant

Your Knowledge Graph Is Measuring Your Pipeline, Not Your Subject: A Replication Attempt

Your Knowledge Graph Is Measuring Your Pipeline, Not Your Subject: A Replication Attempt

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12 min read
Three Signals Say MCP Is Not Always the Right Tool, and What to Reach For Instead

Three Signals Say MCP Is Not Always the Right Tool, and What to Reach For Instead

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16 min read
Multi-Agent Systems Don’t Have a Consistency Problem. They Have a Database Problem.

Multi-Agent Systems Don’t Have a Consistency Problem. They Have a Database Problem.

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17 min read
Harness, Framework, or SDK: I Audited My Own Agent Stack Against a Real Source-Code Study

Harness, Framework, or SDK: I Audited My Own Agent Stack Against a Real Source-Code Study

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14 min read
My Eval Suite Was Lying to Me: Auditing the Judge, Not Just the Agent

My Eval Suite Was Lying to Me: Auditing the Judge, Not Just the Agent

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13 min read
Who Authorized the Agent? Building Real Identity and Delegation for AI Agents in .NET

Who Authorized the Agent? Building Real Identity and Delegation for AI Agents in .NET

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12 min read
The Real Cost Curve of Running Agents in Production, From Four Different Companies

The Real Cost Curve of Running Agents in Production, From Four Different Companies

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17 min read
.NET + AI in Production: What Actually Works (A Field Survey)

.NET + AI in Production: What Actually Works (A Field Survey)

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14 min read
State, Memory, and the Two Camps Fighting Over What Your Agent Should Remember

State, Memory, and the Two Camps Fighting Over What Your Agent Should Remember

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16 min read
Three Microsoft Agent Framework Posts, One Working App: RAG, a Custom Agent, and a Workflow Graph…

Three Microsoft Agent Framework Posts, One Working App: RAG, a Custom Agent, and a Workflow Graph…

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12 min read
Your Agent’s Memory Is Probably Wrong: A Practical Guide to Agentic Memory Design

Your Agent’s Memory Is Probably Wrong: A Practical Guide to Agentic Memory Design

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16 min read
DeepSeek Harness vs Codex vs Claude Code: What I Learned Comparing Three Agent Harnesses

DeepSeek Harness vs Codex vs Claude Code: What I Learned Comparing Three Agent Harnesses

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13 min read
Seven Ways to Wire an Agent Harness, and What Actually Changes Between Them

Seven Ways to Wire an Agent Harness, and What Actually Changes Between Them

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18 min read
Prompts Are Consumables, Evals Are Capital: Rethinking What Actually Survives a Model Upgrade

Prompts Are Consumables, Evals Are Capital: Rethinking What Actually Survives a Model Upgrade

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15 min read
Your AI Agent’s Reasoning Isn’t as Private as You Think

Your AI Agent’s Reasoning Isn’t as Private as You Think

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13 min read
Building a One-Person Software Factory: Token-Efficient Agentic Workflows That Actually Hold Up

Building a One-Person Software Factory: Token-Efficient Agentic Workflows That Actually Hold Up

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13 min read
When (Not) to Use MCP in .NET: A Practical Guide

When (Not) to Use MCP in .NET: A Practical Guide

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14 min read
Five Rules for a Claude Code Agent That Runs Itself

Five Rules for a Claude Code Agent That Runs Itself

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12 min read
The Week Three Real Security Incidents Happened to AI Agents, and What Each One Actually Teaches

The Week Three Real Security Incidents Happened to AI Agents, and What Each One Actually Teaches

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14 min read
The Real Economics of Running Claude Code Agents in Production

The Real Economics of Running Claude Code Agents in Production

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13 min read
What a 17.5x Cost Gap Between Coding Harnesses Actually Teaches You

What a 17.5x Cost Gap Between Coding Harnesses Actually Teaches You

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15 min read
Building a Production-Grade Eval Pipeline for Your Agent, Not Just a Demo

Building a Production-Grade Eval Pipeline for Your Agent, Not Just a Demo

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12 min read
Microsoft.Extensions.AI’s New Failover Feature Has a Streaming Blind Spot

Microsoft.Extensions.AI’s New Failover Feature Has a Streaming Blind Spot

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12 min read
Inside a Real Multi-Agent Claude Code Setup: Two Leads, 9 Projects, 40 Prompts a Day

Inside a Real Multi-Agent Claude Code Setup: Two Leads, 9 Projects, 40 Prompts a Day

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13 min read
Your .NET Agent Is in Production, Your Engineering Discipline Isn’t.

Your .NET Agent Is in Production, Your Engineering Discipline Isn’t.

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13 min read
I Got Claude Code to Talk to GPT, Grok, and a Local Ollama Model. Here’s What Actually Held Up

I Got Claude Code to Talk to GPT, Grok, and a Local Ollama Model. Here’s What Actually Held Up

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8 min read
Graph as Architecture, Not Graph as Data: Why I Stopped Reaching for GraphRAG First

Graph as Architecture, Not Graph as Data: Why I Stopped Reaching for GraphRAG First

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13 min read
Claude Code Is an Operating Layer for Engineering Work: I Went Looking for Proof Instead of Just…

Claude Code Is an Operating Layer for Engineering Work: I Went Looking for Proof Instead of Just…

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13 min read
The World Your Agent Thinks In: What Two Ontology Experiments Taught Me About Graph Design

The World Your Agent Thinks In: What Two Ontology Experiments Taught Me About Graph Design

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13 min read
Agent Skills vs MCP: I Stopped Reading Hot Takes and Measured the Actual Context Cost

Agent Skills vs MCP: I Stopped Reading Hot Takes and Measured the Actual Context Cost

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12 min read
I Spent My Weekend Reading the Paper That Cracked Every Major LLM’s “Encrypted” Reasoning, and It’s…

I Spent My Weekend Reading the Paper That Cracked Every Major LLM’s “Encrypted” Reasoning, and It’s…

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13 min read
The Real Cost Curve of Running Agents in Production, One Layer at a Time

The Real Cost Curve of Running Agents in Production, One Layer at a Time

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13 min read
An AI Agent “Attacked” a Gym in Australia. It Wasn’t Trying To.

An AI Agent “Attacked” a Gym in Australia. It Wasn’t Trying To.

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11 min read
What a Bad Week of AI Agent Headlines Actually Teaches About Oversight

What a Bad Week of AI Agent Headlines Actually Teaches About Oversight

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14 min read
I Finally Put Claude Managed Agents’ August Update Through Its Paces, and It Fixes the Four Things…

I Finally Put Claude Managed Agents’ August Update Through Its Paces, and It Fixes the Four Things…

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12 min read
The Case Against Your Own Agent Stack: What Contrarians Get Right This Year

The Case Against Your Own Agent Stack: What Contrarians Get Right This Year

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13 min read
I Made Claude Code Stop Reading My PDFs Itself. Here’s the NotebookLM Pipeline That Actually Works

I Made Claude Code Stop Reading My PDFs Itself. Here’s the NotebookLM Pipeline That Actually Works

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12 min read
The Anatomy of an AI Coding Agent Sandbox Escape

The Anatomy of an AI Coding Agent Sandbox Escape

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13 min read
Nobody Reads the Diff Anymore: How Senior Teams Are Actually Reviewing AI-Written Code

Nobody Reads the Diff Anymore: How Senior Teams Are Actually Reviewing AI-Written Code

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12 min read
I Stopped Memorizing System Design Answers. Here’s What Actually Got Me Through Interviews in 2026

I Stopped Memorizing System Design Answers. Here’s What Actually Got Me Through Interviews in 2026

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19 min read
I Actually Built All 18 Agentic AI Patterns. Here Is What The Listicles Don’t Tell You

I Actually Built All 18 Agentic AI Patterns. Here Is What The Listicles Don’t Tell You

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20 min read
ChatClient Middleware vs Agent Middleware in Microsoft Agent Framework: What I Learned After…

ChatClient Middleware vs Agent Middleware in Microsoft Agent Framework: What I Learned After…

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14 min read
LongRunning MCP Tools .NET What Actually Happens When Your ToolCall Outlives the Client's Patience

LongRunning MCP Tools .NET What Actually Happens When Your ToolCall Outlives the Client's Patience

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14 min read
I Tried to Verify “Self-Repairing AI Systems” by Actually Installing the Thing

I Tried to Verify “Self-Repairing AI Systems” by Actually Installing the Thing

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15 min read
Harness, Loop, and Graph: What I Learned Building the Same AI Agent Three Different Ways

Harness, Loop, and Graph: What I Learned Building the Same AI Agent Three Different Ways

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15 min read
I Tried Building With WebMCP Before Gemini in Chrome Could Even Call It

I Tried Building With WebMCP Before Gemini in Chrome Could Even Call It

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8 min read
I Spent Two Weeks Trying to Break CommandFlow, the “Pragmatic Alternative” to CQRS and MediatR

I Spent Two Weeks Trying to Break CommandFlow, the “Pragmatic Alternative” to CQRS and MediatR

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15 min read
Rippling Burned 40% of Its Engineering Budget on AI Tokens.

Rippling Burned 40% of Its Engineering Budget on AI Tokens.

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6 min read
Microsoft Turned Agent Orchestration Into a YAML File. I Built the Gate Before I’d Trust It.

Microsoft Turned Agent Orchestration Into a YAML File. I Built the Gate Before I’d Trust It.

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9 min read
70+ System Design Terms for Beginners

70+ System Design Terms for Beginners

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16 min read
Every Agent Platform Needs a Front Door: A Production YARP Gateway with Runtime Config

Every Agent Platform Needs a Front Door: A Production YARP Gateway with Runtime Config

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15 min read
I Built DPoP in .NET 10 by Hand. Then I Found the Package That Makes It Unnecessary.

I Built DPoP in .NET 10 by Hand. Then I Found the Package That Makes It Unnecessary.

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12 min read
I Kept Hitting GPU Out-of-Memory Errors at 100K Tokens: Here’s What Was Actually Eating the Memory

I Kept Hitting GPU Out-of-Memory Errors at 100K Tokens: Here’s What Was Actually Eating the Memory

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9 min read
I Read the OpenAI and Anthropic Eval-Escape Reports, Then Went and Checked My Own Agent’s Sandbox

I Read the OpenAI and Anthropic Eval-Escape Reports, Then Went and Checked My Own Agent’s Sandbox

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7 min read
Four Tools I Bolted Onto My Claude Agent (and Why Each One Earned Its Place)

Four Tools I Bolted Onto My Claude Agent (and Why Each One Earned Its Place)

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7 min read
Enterprise AI Patterns for .NET Developers: 12 Patterns I Wish I Had on Day One

Enterprise AI Patterns for .NET Developers: 12 Patterns I Wish I Had on Day One

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12 min read
I Learned Eval Environments Aren’t Fort Knox.

I Learned Eval Environments Aren’t Fort Knox.

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6 min read
Codebase Memory for AI Agents: A LangGraph Pipeline That Actually Stays Accurate

Codebase Memory for AI Agents: A LangGraph Pipeline That Actually Stays Accurate

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11 min read
I Tried Microsoft Agent Framework’s New Declarative Workflows (1.0)

I Tried Microsoft Agent Framework’s New Declarative Workflows (1.0)

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10 min read
AI Agent Attack Surface: Lessons from a Week of Sandbox Escapes and Eval Breaches

AI Agent Attack Surface: Lessons from a Week of Sandbox Escapes and Eval Breaches

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9 min read
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