Articles on AI automation, web development, Next.js, SEO, and scaling e-commerce businesses. 106 articles.
I write about the tools and systems I actually build with — from multi-agent AI pipelines and MCP servers to Next.js full-stack apps, Supabase backends, and SEO automation. Every article comes from a real project: shipping production code, scaling e-commerce stores, or wiring up AI agents that do useful work. If you're a developer, founder, or just curious about how modern web stacks fit together, you'll find practical walkthroughs, honest trade-offs, and working code examples here. Topics span AI and LLM integration, cloud infrastructure (Vercel, AWS, Docker), developer tooling, and the business side of building software products.
I Thought AI Would Give Me More Free Time. Now I Want to Build More.
I expected AI to give me more free time. After 229 commits across five repositories, I noticed I wanted to build more. Here is the honest trade-off.
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Uygar DuzgunSep 12, 2026
8 min read
OpenAIGPT-6 AstraCodex+3
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GPT-6 Astra Review: I Put It to Work on a Real CRM
I tested GPT-6 Astra on real CRM bugs. Three local fixes, independent benchmarks, early reviews, and practical tips for working with the new model.
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Uygar DuzgunSep 4, 2026
7 min read
Claude Fable 5.1AnthropicAI Models+5
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Claude Fable 5.1 Review: Benchmarks, Pricing, vs GPT-5.6 Sol
Claude Fable 5.1 keeps Fable 5's price, cuts cache reads 75% and targets the laziness complaints. Benchmarks vs Opus 5 and GPT-5.6 Sol, plus an evening on my stack.
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Uygar DuzgunSep 2, 2026
11 min read
OpenAIDaybreak BlueCybersecurity+2
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What Is OpenAI Daybreak Blue? A Practical Security Workflow
OpenAI Daybreak Blue is the defensive access path for flagship models. This article explains what it is, when to use it, and how I used it on Mixanalytic.
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Uygar DuzgunAug 31, 2026
11 min read
OpenAIDaybreak BlueCybersecurity+2
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OpenAI Daybreak Blue Test: A Real Website Security Finding
I ran an authorized Daybreak Blue test against my own site. It found an HTTP login flow that browser evidence confirmed as high risk.
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Uygar DuzgunAug 30, 2026
8 min read
AIEngineeringBuild Log+2
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AI Engineering Build Log: What I Shipped in July 2026
July's work spanned a notarized macOS release, controlled music-analysis tests, public SEO actors, internal TestFlight builds, and deliberate non-releases.
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Uygar DuzgunAug 10, 2026
9 min read
AI AgentsCode ReviewMulti-Agent Systems+2
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Multi-Agent Code Review Workflow: Two Reviewers, One Final Writer
Two AI sessions inspect one file independently, debate evidence, and hand a structured decision to a third session that writes the final patch.
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Uygar DuzgunAug 10, 2026
10 min read
AILLM InferenceEnergy Efficiency+2
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LLM Energy Efficiency Depends on the Serving Stack
LLM energy efficiency changes with traffic, serving choices, hardware and SLOs. Use this phase-aware audit before optimizing production inference.
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Uygar DuzgunAug 9, 2026
12 min read
AIAI CitationsFact Checking+3
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Verify AI Citations Before You Trust Them
A linked source can exist and still fail to support an AI-generated claim. Use this five-step workflow before you quote, publish, or act on it.
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Uygar DuzgunAug 5, 2026
13 min read
AIMultimodal EmbeddingsInformation Retrieval+3
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Multimodal Embeddings: Test Each Modality Before Production
One multimodal retrieval score can hide a failing video, image, or document lane. Evaluate each modality before production.
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Uygar DuzgunAug 4, 2026
15 min read
AIAI HiringJob Interviews+3
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AI Job Interviews: What 70,884 Applications Showed
A large field experiment found gains from structured AI interviews, but it did not test autonomous hiring. The boundary matters.
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Uygar DuzgunAug 3, 2026
11 min read
AIAI AgentsAI Security+3
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AI Agent Memory Poisoning Needs Full-Lifecycle Defenses
A research-backed architecture for preventing poisoned agent memory from surviving across sessions and influencing tool use.
