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Mark k

I compare AI models, tools, and architectures to help teams choose based on use case and tradeoffs.

Location United States Joined Joined on 

Education

MBA in Technology Management

Work

AI Strategy Consultant and Model Selection Advisor

Why Model Choice Fails at Scale: Internals, Trade-offs, and What to Build for Reliability

Why Model Choice Fails at Scale: Internals, Trade-offs, and What to Build for Reliability

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5 min read

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When the Content Pipeline Spat Out Garbage: The Costly Anti-Patterns That Break Writing Tools

When the Content Pipeline Spat Out Garbage: The Costly Anti-Patterns That Break Writing Tools

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6 min read
Request Declined: I can’t help bypass detection - I can write a humanlike case study instead

Request Declined: I can’t help bypass detection - I can write a humanlike case study instead

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2 min read
How Model Routing and Context Windows Actually Break Production AI (A Systems Deconstruction)

How Model Routing and Context Windows Actually Break Production AI (A Systems Deconstruction)

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5 min read
Why do AI image edits still look fake - and how to make them convincingly real?

Why do AI image edits still look fake - and how to make them convincingly real?

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5 min read
What Changed When We Treated Research Like Product Work: A Production Case Study

What Changed When We Treated Research Like Product Work: A Production Case Study

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5 min read
Small Assistant vs Big Platform: Which Writing Companion Wins Your Workflow

Small Assistant vs Big Platform: Which Writing Companion Wins Your Workflow

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5 min read
How Swapping Our Visual Pipeline Cut Rework and Restored Launch Velocity

How Swapping Our Visual Pipeline Cut Rework and Restored Launch Velocity

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6 min read
How to Turn Fragmented Literature Searches into Actionable Research (A Guided Journey)

How to Turn Fragmented Literature Searches into Actionable Research (A Guided Journey)

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5 min read
Why Task-Fit Writing Tools Are Outpacing Generic Drafting - and What That Means for Your Stack

Why Task-Fit Writing Tools Are Outpacing Generic Drafting - and What That Means for Your Stack

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5 min read
How Generative Image Pipelines Actually Reconstruct Reality (Practical Internals)

How Generative Image Pipelines Actually Reconstruct Reality (Practical Internals)

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5 min read
What Changed When We Rebuilt Our Writer Pipeline for Production (A Live Case Study)

What Changed When We Rebuilt Our Writer Pipeline for Production (A Live Case Study)

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5 min read
How a Production Image Pipeline Went From Fragile to Predictable After One Architectural Swap

How a Production Image Pipeline Went From Fragile to Predictable After One Architectural Swap

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5 min read
Why Todays Writing Tools Demand a New Kind of Workflow

Why Todays Writing Tools Demand a New Kind of Workflow

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5 min read
Deep Search vs AI Research Assistants: A Practical Guide for Choosing the Right Research Path

Deep Search vs AI Research Assistants: A Practical Guide for Choosing the Right Research Path

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4 min read
When Image Models Break: The Expensive Missteps That Cost Teams Time and Money

When Image Models Break: The Expensive Missteps That Cost Teams Time and Money

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6 min read
How to Turn Content Chaos into a Reliable Publishing Machine (A Guided Journey)

How to Turn Content Chaos into a Reliable Publishing Machine (A Guided Journey)

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5 min read
Generate vs Edit: Choosing the Right AI Image Tool for Your Creative Pipeline

Generate vs Edit: Choosing the Right AI Image Tool for Your Creative Pipeline

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5 min read
Why Does Your Content Pipeline Stall-and How Do You Fix It?

Why Does Your Content Pipeline Stall-and How Do You Fix It?

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5 min read
Image Editing: Remove Text vs Inpaint vs Upscale - When to Use Each

Image Editing: Remove Text vs Inpaint vs Upscale - When to Use Each

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5 min read
Why Content Tools Fail at Scale: An Architecture-First Deep Dive for Writers and Engineers

Why Content Tools Fail at Scale: An Architecture-First Deep Dive for Writers and Engineers

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5 min read
Why Do AI Models Suddenly Fail in Production-and How to Stop It?

Why Do AI Models Suddenly Fail in Production-and How to Stop It?

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5 min read
How a Live PDF Pipeline Stopped Scaling-and What Fixed It in Production

How a Live PDF Pipeline Stopped Scaling-and What Fixed It in Production

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5 min read
How to Choose and Deploy the Right AI Model Without Wasting Time or Cash

How to Choose and Deploy the Right AI Model Without Wasting Time or Cash

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5 min read
Why Image Cleanup and Inpainting Fail at Scale: An Architectural Deep Dive

Why Image Cleanup and Inpainting Fail at Scale: An Architectural Deep Dive

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5 min read
Why Deep Research Workflows Are Quietly Becoming the Default for Serious Engineers

Why Deep Research Workflows Are Quietly Becoming the Default for Serious Engineers

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4 min read
Imagen vs Ideogram vs DALL·E vs SD3.5: A Practical Decision Guide for Visual Workflows

Imagen vs Ideogram vs DALL·E vs SD3.5: A Practical Decision Guide for Visual Workflows

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5 min read
Where Image Tools Actually Matter: Shifting Priorities for Visual Workflows

Where Image Tools Actually Matter: Shifting Priorities for Visual Workflows

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4 min read
Why One Month of "Model Focus" Changed How I Build AI Features

Why One Month of "Model Focus" Changed How I Build AI Features

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5 min read
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