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Complexity Without Comprehension
“Vibe coding” allows engineers to build impressive cathedrals in the wrong location with unprecedented speed.
Jan 5
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Gorkem Ercan
1
Bidirectional Model-Data Provenance
Closing the Loop from Edge to Retraining
Dec 9, 2025
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Gorkem Ercan
1
The State of OCI Artifacts for AI/ML
I’ve spent the last 18 months watching OCI artifacts for AI/ML go from “interesting idea” to production-grade infrastructure in enterprises.
Oct 7, 2025
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Gorkem Ercan
5
2
Monorepos for AI Projects: The Good, the Bad, and the Ugly
Recently, I met a team that used an AI‑focused monorepo containing everything: notebooks, training pipelines, microservices, and infrastructure code.
Jul 18, 2025
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Gorkem Ercan
2
Model Lifecycle ≠ Container Lifecycle — Why Jozu Splits Them
Why prebuilt inference containers like NVIDIA NIMs miss the mark on lifecycle, control, and separation of concerns.
Jul 10, 2025
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Gorkem Ercan
2
Most Popular
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The State of OCI Artifacts for AI/ML
Oct 7, 2025
•
Gorkem Ercan
5
2
Monorepos for AI Projects: The Good, the Bad, and the Ugly
Jul 18, 2025
•
Gorkem Ercan
2
Securing MCP: Applying Lessons Learned from the Language Server Protocol
Mar 28, 2025
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Gorkem Ercan
2
1
From Dev to Deploy: Why We Package AI/ML Artifacts with OCI, Not Git
Jun 24, 2025
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Gorkem Ercan
2
The KitOps Methodology
Mar 5, 2025
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Gorkem Ercan
2
What is a Control Plane for AI/ML?
Jun 30, 2024
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Gorkem Ercan
1
Latest
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Why Model Packaging Isn’t Enough
Docker’s recent release of Docker Model Runner sends a clear signal: AI developers want to package models like they package code.
Jul 4, 2025
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Gorkem Ercan
From Dev to Deploy: Why We Package AI/ML Artifacts with OCI, Not Git
The shift from Git-based workflows to OCI artifacts isn't just a tooling change—it's a fundamental rethinking of how we manage AI/ML assets in…
Jun 24, 2025
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Gorkem Ercan
2
Secure Supply Chain with ModelKits Explained
This article is a guide on establishing a secure software supply chain using ModelKits. It is aimed at technical practitioners in AI/ML deployment…
Apr 3, 2025
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Gorkem Ercan
1
Securing MCP: Applying Lessons Learned from the Language Server Protocol
Given my experience with LSP, I’m enthusiastic about the growing interest in the Model Context Protocol (MCP). However, I am concerned that the valuable…
Mar 28, 2025
•
Gorkem Ercan
2
1
The KitOps Methodology
In the ever-evolving world of AI and machine learning, the path from model conception to deployment is full of challenges.
Mar 5, 2025
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Gorkem Ercan
2
The Expected Cooling of the Generative AI Hype
Environmental changes have always been catalysts for evolutionary shifts.
Aug 18, 2024
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Gorkem Ercan
1
What is a Control Plane for AI/ML?
We are experiencing a new phase of enterprise AI/ML adoption where AI/ML becomes integral to business operations.
Jun 30, 2024
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Gorkem Ercan
1
The Over-Promise of AI: A Reality Check for Enterprises
We live in a time where the promises of Artificial Intelligence (AI) seem almost boundless.
May 22, 2024
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Gorkem Ercan
1
Toward Standardized Frameworks in AI: Architecting for Scalability and Sustainability
The AI development landscape is shaped by an escalating arms race centered on augmenting context sizes and amassing extensive parameter counts in large…
May 3, 2024
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Gorkem Ercan
1
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