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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 One Month of Model-Hopping Broke My Pipeline (And What Actually Repaired It)

Why One Month of Model-Hopping Broke My Pipeline (And What Actually Repaired It)

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5 min read

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How a Last-Minute Design Rescue Taught Me to Treat Images Like Code

How a Last-Minute Design Rescue Taught Me to Treat Images Like Code

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5 min read
How to Stop Burning Budget on Over-Hyped Image Models (The Selection Framework)

How to Stop Burning Budget on Over-Hyped Image Models (The Selection Framework)

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5 min read
Why AI Image Text Still Breaks Production Pipelines (And The Model Architecture That Fixes It)

Why AI Image Text Still Breaks Production Pipelines (And The Model Architecture That Fixes It)

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6 min read
How to Build a Specialized AI Stack for Developer Productivity (Step-by-Step Guide)

How to Build a Specialized AI Stack for Developer Productivity (Step-by-Step Guide)

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5 min read
Deep Research vs. AI Search: Architecture Decisions for the Information Overload Age

Deep Research vs. AI Search: Architecture Decisions for the Information Overload Age

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6 min read
Why We Banned Single-Model Workflows: A 30-Day Experiment with DALL·E 3, Ideogram, and Imagen

Why We Banned Single-Model Workflows: A 30-Day Experiment with DALL·E 3, Ideogram, and Imagen

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7 min read
When Models Stop Being Black Boxes: A Hands-on Dive into Modern AI

When Models Stop Being Black Boxes: A Hands-on Dive into Modern AI

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6 min read
When an AI Recommends Deprecated Pandas APIs — a postmortem

When an AI Recommends Deprecated Pandas APIs — a postmortem

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3 min read
When a refactor tool renames half the project: inconsistent variable naming across files

When a refactor tool renames half the project: inconsistent variable naming across files

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3 min read
When code suggestions use deprecated Pandas APIs

When code suggestions use deprecated Pandas APIs

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3 min read
When code suggestions push deprecated Pandas APIs: a postmortem

When code suggestions push deprecated Pandas APIs: a postmortem

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3 min read
When Generated Tests Pass but Miss the Bug: A Case of False Confidence from AI Test Generation

When Generated Tests Pass but Miss the Bug: A Case of False Confidence from AI Test Generation

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3 min read
When Generated Tests Pass But Miss the Bug: Lessons from AI-Written Test Suites

When Generated Tests Pass But Miss the Bug: Lessons from AI-Written Test Suites

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3 min read
When an LLM Renames Things: Inconsistent Variable Naming During Multi-file Refactors

When an LLM Renames Things: Inconsistent Variable Naming During Multi-file Refactors

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3 min read
When AI Refactors Break Naming: a case of inconsistent variable renames across files

When AI Refactors Break Naming: a case of inconsistent variable renames across files

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3 min read
When Stack Traces Lie: How LLMs Misread Exceptions and Lead Debugging Astray

When Stack Traces Lie: How LLMs Misread Exceptions and Lead Debugging Astray

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3 min read
Context drift and hidden errors in long AI-assisted coding sessions

Context drift and hidden errors in long AI-assisted coding sessions

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3 min read
When long conversations drift: hidden errors in AI-assisted coding

When long conversations drift: hidden errors in AI-assisted coding

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3 min read
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