tech

AI, Code & E-commerce

Articles on AI automation, web development, Next.js, SEO, and scaling e-commerce businesses. 120 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.

All120 AI72 Automation25 Dev Tools18 Next.js16 SEO12 Web Development10 Engineering10 E-commerce5 Cloud5 DevOps4 OpenClaw4

120 articles

TypeSafe AIJevSystem One Models+5

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TypeSafe Jev Review: Pricing, Real Latency, Honest Limits

TypeSafe's Jev returns typed decisions instead of text at $0.042 per million tokens. What the launch claims, what critics measured, and where it actually fits.

Uygar DuzgunSep 19, 2026

14 min read

Cloudflare Ask AI: How Good Is Agent Lee, Really?

CloudflareAI AgentsAgent Lee+5

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Cloudflare Ask AI: How Good Is Agent Lee, Really?

Cloudflare's Ask AI runs Agent Lee inside your dashboard. The architecture is serious. The rollout, the tokens and the write operations are another story.

Uygar DuzgunSep 18, 2026

9 min read

I Thought AI Would Give Me More Free Time. Now I Want to Build More.

AIAI ProductivityAI Coding+1

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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.

Uygar DuzgunSep 12, 2026

8 min read

GPT-6 Astra Review: I Put It to Work on a Real CRM

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.

Uygar DuzgunSep 4, 2026

7 min read

Claude Fable 5.1 Review: Benchmarks, Pricing, vs GPT-5.6 Sol

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.

Uygar DuzgunSep 2, 2026

11 min read

What Is OpenAI Daybreak Blue? A Practical Security Workflow

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.

Uygar DuzgunAug 31, 2026

11 min read

OpenAI Daybreak Blue Test: A Real Website Security Finding

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.

Uygar DuzgunAug 30, 2026

8 min read

AI Engineering Build Log: What I Shipped in July 2026

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.

Uygar DuzgunAug 10, 2026

9 min read

Multi-Agent Code Review Workflow: Two Reviewers, One Final Writer

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.

Uygar DuzgunAug 10, 2026

10 min read

LLM Energy Efficiency Depends on the Serving Stack

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.

Uygar DuzgunAug 9, 2026

12 min read

Verify AI Citations Before You Trust Them

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.

Uygar DuzgunAug 5, 2026

13 min read

Multimodal Embeddings: Test Each Modality Before Production

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.

Uygar DuzgunAug 4, 2026

15 min read

TypeSafe Jev Review: Pricing, Real Latency, Honest LimitsTypeSafe's Jev returns typed decisions instead of text at $0.042 per million tokens. What the launch claims, what critics measured, and where it actually fits.

Cloudflare Ask AI: How Good Is Agent Lee, Really?Cloudflare's Ask AI runs Agent Lee inside your dashboard. The architecture is serious. The rollout, the tokens and the write operations are another story.

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.

GPT-6 Astra Review: I Put It to Work on a Real CRMI tested GPT-6 Astra on real CRM bugs. Three local fixes, independent benchmarks, early reviews, and practical tips for working with the new model.

Claude Fable 5.1 Review: Benchmarks, Pricing, vs GPT-5.6 SolClaude 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.

What Is OpenAI Daybreak Blue? A Practical Security WorkflowOpenAI 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.

OpenAI Daybreak Blue Test: A Real Website Security FindingI ran an authorized Daybreak Blue test against my own site. It found an HTTP login flow that browser evidence confirmed as high risk.

AI Engineering Build Log: What I Shipped in July 2026July's work spanned a notarized macOS release, controlled music-analysis tests, public SEO actors, internal TestFlight builds, and deliberate non-releases.

Multi-Agent Code Review Workflow: Two Reviewers, One Final WriterTwo AI sessions inspect one file independently, debate evidence, and hand a structured decision to a third session that writes the final patch.

LLM Energy Efficiency Depends on the Serving StackLLM energy efficiency changes with traffic, serving choices, hardware and SLOs. Use this phase-aware audit before optimizing production inference.

Verify AI Citations Before You Trust ThemA 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.

Multimodal Embeddings: Test Each Modality Before ProductionOne multimodal retrieval score can hide a failing video, image, or document lane. Evaluate each modality before production.