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
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
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.
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Uygar DuzgunAug 2, 2026
17 min read
AILLM InfrastructurePrompt Caching+2
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LLM Prompt Caching Economics: Measure Before You Buy GPUs
Prompt caching can change cloud-versus-local LLM economics, but only when workloads reuse stable prefixes. Measure before you provision.
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Uygar DuzgunJul 30, 2026
16 min read
AIAI AgentsAI Security+2
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AI Agent Sandbox Security: Design for the Whole Trajectory
A source-backed architecture for containing long-running AI agents across network, identity, tools, monitoring, and incident replay.
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Uygar DuzgunJul 29, 2026
18 min read
AIAI EngineeringPrivacy+2
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Machine Unlearning: A Practical AI Data Removal Workflow
A source-backed workflow for deleting AI data across retrieval, model edits, replicas, and audit evidence.
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Uygar DuzgunJul 29, 2026
13 min read
AIEU AI ActAI Governance+3
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EU AI Act Article 50: AI Content Label Checklist
Article 50 requires more than a watermark. Providers must mark synthetic outputs, and deployers may still need visible labels and human-review evidence.
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Uygar DuzgunJul 29, 2026
13 min read
AILLM EvaluationConfidence Calibration+3
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LLM Confidence Score: Calibrate Before You Trust It
An LLM confidence score is not a universal probability. Compare verbal scores, logprobs, and sampling, then calibrate a safe threshold.
