tech

AI, Code & E-commerce

Articles on AI automation, web development, Next.js, SEO, and scaling e-commerce businesses. 95 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.

95 articles

Grok 4.5 vs GPT-5.6 Sol and Claude Fable 5: Benchmark Verdict
Grok 4.5SpaceXAIxAI+5
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Grok 4.5 vs GPT-5.6 Sol and Claude Fable 5: Benchmark Verdict

Grok 4.5 reaches the frontier at lower cost. See where it beats GPT-5.6 Sol and Claude Fable 5—and why I am keeping my current stack.

Uygar DuzgunU
Uygar DuzgunJul 18, 2026
9 min read
Kimi K3 vs GPT-5.6 Sol and Claude Fable 5: Benchmark Verdict
Kimi K3Moonshot AIGPT-5.6 Sol+5
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Kimi K3 vs GPT-5.6 Sol and Claude Fable 5: Benchmark Verdict

Kimi K3 reaches the frontier and wins key coding tests. My benchmark-based verdict: test it, but keep OpenAI and Anthropic in production.

Uygar DuzgunU
Uygar DuzgunJul 18, 2026
9 min read
AI Reasoning Tokens: More Tokens, Better Results, More Power
AIOpenAIAnthropic+5
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AI Reasoning Tokens: More Tokens, Better Results, More Power

OpenAI and Anthropic make the tradeoff visible: better AI answers often need more reasoning tokens, more inference compute, and more electricity.

Uygar DuzgunU
Uygar DuzgunJul 14, 2026
7 min read
Kiddays App: The Private Family Journal I’m Building
TechKiddaysiOS+4
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Kiddays App: The Private Family Journal I’m Building

Kiddays is my private iOS journal for saving photos, voice notes, milestones and family memories without ads or a public feed.

Uygar DuzgunU
Uygar DuzgunJul 14, 2026
6 min read
Vercel ISR Writes: How I Hit 200,000 and Fixed It
VercelNext.jsISR+3
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Vercel ISR Writes: How I Hit 200,000 and Fixed It

AI made Vercel the easy default. A broad Next.js cache strategy exhausted my ISR quota. This is the audit and fix I wish I had first.

Uygar DuzgunU
Uygar DuzgunJul 14, 2026
8 min read
Code Agents After 21.54 Billion Tokens: What’s Missing?
AICode AgentsMCP+3
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Code Agents After 21.54 Billion Tokens: What’s Missing?

I ran 21.54 billion activity tokens through real code-agent work. The models improved, but the system still matters more.

Uygar DuzgunU
Uygar DuzgunJul 12, 2026
8 min read
Shoutout: Matthew Berman Makes AI Easier to Understand
AILearningYouTube+1
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Shoutout: Matthew Berman Makes AI Easier to Understand

A short thanks to Matthew Berman for explaining AI clearly and making complex ideas easier to understand.

Uygar DuzgunU
Uygar DuzgunJul 8, 2026
1 min read
OpenAI GPT-5.6: What Sol, Terra, and Luna Mean for Real AI Work
OpenAIGPT-5.6AI Models+2
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OpenAI GPT-5.6: What Sol, Terra, and Luna Mean for Real AI Work

OpenAI's rumored Thursday launch looks like GPT-5.6 Sol, Terra, and Luna. Here is what changes and how I would route them in real agent systems.

Uygar DuzgunU
Uygar DuzgunJul 8, 2026
7 min read
MCP Ecommerce: How We Updated 52 Product Pages in Under Two Minutes
MCPAI agentsEcommerce+4
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MCP Ecommerce: How We Updated 52 Product Pages in Under Two Minutes

How MCP ecommerce connects competitor research, SEO tools, product data, security, user roles, skills, FAQ generation, and controlled publishing.

Uygar DuzgunU
Uygar DuzgunJul 6, 2026
11 min read
Earn Money With AI Agents: My Apify MCP SEO Workflow
SEOApifyMCP+2
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Earn Money With AI Agents: My Apify MCP SEO Workflow

How I package AI agents into paid SEO article services with Apify, MCP, website context, scoring, rewrites, and images.

Uygar DuzgunU
Uygar DuzgunJul 4, 2026
10 min read
SEO Articles with Apify, MCP, and Website Context
SEOApifyMCP+2
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SEO Articles with Apify, MCP, and Website Context

A direct breakdown of the service: SEO drafts, scoring, rewrites, images, pricing, and how customers connect Apify MCP per client.

Uygar DuzgunU
Uygar DuzgunJul 4, 2026
9 min read
GLM-5.2 NVIDIA Free API: Benchmarks and Limits
AINVIDIAGLM-5.2+3
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GLM-5.2 NVIDIA Free API: Benchmarks and Limits

GLM-5.2 is now on NVIDIA's free API. Here are the benchmark numbers, the 40 RPM limit, and why max tokens need practical testing.

Uygar DuzgunU
Uygar DuzgunJul 3, 2026
7 min read