Insights

What's on my mind
right now.

Current thoughts, tests and a look inside the engine room, collected in one place.

Explainer graphic: a website with GPT-6 Astra in four steps, from fact sheet through page plan and build to review
AI Tools11 Sep 2026

How do you build a website with GPT-6 Astra?

GPT-6 Astra builds a website in one pass, but it doesn't know your company. The process from fact sheet to launch, with costs and reasoning levels.

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Kemal Duran, alone in the office, above him the line YOUR OWN TEST COUNTS MORE
AI Tools4 Sep 2026

Why the best benchmark often recommends the wrong model

A model ranks 5th on the leaderboard and still feels like a leap in real work. If you buy by the table, you buy right past your own job. Here's what you should test instead.

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Man working on a laptop at night in a kids' room, caption line: data and code in one flow
AI Tools30 Aug 2026

An SEO tool for $50 instead of €480 a month. The real cost.

You can build your own SEO dashboard with an API and a free repo, and it looks like the expensive pro tools. I did it. Here's the process, the real numbers and the point where the savings pitch starts to crumble.

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Kemal Duran at the kitchen table in front of a MacBook, coffee mug in hand, above it the line Local means solely responsible
AI Tools23 Aug 2026

Who is liable when an AI model runs on your own computer?

A version of Qwen3.8-27B with no safety layer runs on Apple Silicon. The important sentence isn't in the announcement post. It's in the model card: You assume full responsibility and liability. What the download changes about your role, and five steps to take first.

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Kemal Duran at a desk in front of two monitors, above them the line Reputation beats backlinks
Content Strategy7 Aug 2026

Ask the AI what it says about you. The answer is your first impression.

Google gave you ten links and you compared them yourself. AI gives one answer and names one name. If you're not in it, you don't exist for the guest. Here's how you shape the verdict instead of leaving it to chance.

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Infographic: decision tree planning with the grill-me skill, default plan mode compared with 12 targeted questions
AI Tools20 Jul 2026

Why I plan for an hour before the AI writes a line of code

The native plan mode is satisfied too quickly. Two questions, a two-page document, then the AI guesses the rest. Here is a skill with fewer than 10 lines that fixes the most expensive part of the work.

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Six building blocks. One brand. Zero agency.
AI Tools16 May 2026

Six building blocks. One brand. Zero agency.

Anyone still putting weeks into a website, creatives and creator outreach today isn't losing to competitors. They're losing to founders who get it done in an afternoon.

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Your AI stack is not a system. It's a collection of islands.
AI Tools16 May 2026

Your AI stack is not a system. It's a collection of islands.

Most people put together five AI tools and call it a stack. But a stack without a shared memory isn't a stack. It's chaos with a pretty interface.

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Your AI setup has a memory problem. Here's the architecture that fixes it.
AI Tools16 May 2026

Your AI setup has a memory problem. Here's the architecture that fixes it.

If you work with AI on your phone in the morning and pick it up on your laptop in the evening, you lose the thread every time. An Agentic OS changes that. What that means, and why most AI users are still stuck in silo mode.

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Why your AI agent fails before it has started
AI Tools16 May 2026

Why your AI agent fails before it has started

Most AI projects don't flop because of the model. They flop because nobody told the agent when it's done.

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Why your AI agent doesn't stop until it's done
AI Tools16 May 2026

Why your AI agent doesn't stop until it's done

Self-correction isn't a buzzword. It's an architecture. What Claude Code does internally when you turn your back.

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Your AI agent makes mistakes. Because you don't give it a plan.
AI Tools16 May 2026

Your AI agent makes mistakes. Because you don't give it a plan.

Start AI agents with freeform prompts and you get freeform results. Structured plan documents change that. Here's how the workflow runs.

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People who already pay don't need convincing
AI Tools16 May 2026

People who already pay don't need convincing

Most people look for leads. Few look for proof. Anyone listed in the Facebook Ads Library has already declared their budget commitment in public. Here's the system that turns that into new contacts every day.

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The agent that knows your browser
AI Tools14 May 2026

The agent that knows your browser

AI agents are powerful. But most of them hit their limit where real work happens, in your logged-in browser. What changes when that limit falls away.

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The invisible gap in the team, and why AI is closing it right now
AI Tools14 May 2026

The invisible gap in the team, and why AI is closing it right now

Senior architects think in systems. Junior developers think in tasks. Between the two lies a gap that was simply accepted for years. Not anymore.

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The cursor that never sleeps
AI Tools14 May 2026

The cursor that never sleeps

Everyone knows AI that writes code. AI that operates your Mac while you keep working at the same time is something else. What that means, and why the decisive step isn't in the model but in an architecture decision hardly anyone explains.

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Your voice bot talks. It doesn't think.
AI Tools14 May 2026

Your voice bot talks. It doesn't think.

Most AI voice integrations are glorified IVR systems with a better voice. If you're going into production seriously now, you need a different architecture, and a different way of thinking about speech as an interface.

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The image as the first sentence
AI Tools14 May 2026

The image as the first sentence

For a long time, image generation was a toy. ImageGen 2.0 is a tool. What that means for creatives, builders and anyone who takes visual communication seriously.

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China 2030: What you need to know now, before your market reshuffles
AI Tools14 May 2026

China 2030: What you need to know now, before your market reshuffles

Overcapacity. Demographic collapse. Export pressure. If you misjudge China 2030, you don't lose a market, you lose your cost calculation.

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You don't need a computer science degree. You need a plan.
AI Tools14 May 2026

You don't need a computer science degree. You need a plan.

How to build a market-ready app in 2025 without writing a single line of code yourself. The workflow that beginners skip.

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When the agent takes over as director
AI Tools14 May 2026

When the agent takes over as director

Higgsfield Supercomputer turns end-to-end video production into a one-line task. What that means in practice, and why you shouldn't bet everything on it yet.

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Why I stopped sitting next to my AI
AI Tools14 May 2026

Why I stopped sitting next to my AI

Claude Code can now work autonomously while you're offline. What that means for your workflow, and why the real problem was your prompting.

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AI Tools8 May 2026

You're using Claude Code wrong. 5 habits that change that.

Claude Code as my standard tool, every day. The real difference doesn't come from 20 tricks. It comes from five habits that cut my workflow in half.

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AI Tools30 Apr 2026

Claude Code with three brains: how to get GPT 5.5 and Gemini into your terminal at no extra cost

Claude Code has been in a slump for weeks, and Anthropic admitted it on 23 April. The fix is a multi-brain setup instead of a tool switch: GPT 5.5 as the reviewer and Gemini as the eyes for everything Claude can't see.

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AI Tools29 Apr 2026

Higgsfield now with MCP: How to bring your AI studio straight into the console without your credits exploding

Higgsfield has released a direct MCP connection. That means: generate images and videos without switching tabs. Brilliant, if you know where the credit leak sits.

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Infographic: 7 Claude Code power user levers with everyday metaphors: Plan Mode, self-checks, sub-agents, skills, Git worktrees, permissions and screenshot loop
AI Tools27 Apr 2026

32 Claude Code hacks tested: the 7 levers that really count

32 Claude Code hacks from a viral video. Tested for a week. Seven real levers that really change your workflow, and 25 that are nice but only add comfort.

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Infographic comparing GPT 5.5 vs Claude Opus 4.7: depth & care vs. speed & stamina, with benchmarks SWE-Bench Pro 64.3% and Terminal-Bench 82.7%
AI Tools26 Apr 2026

GPT 5.5 vs Claude Opus 4.7: My honest comparison after a week of testing

GPT 5.5 is live. Claude Opus 4.7 is one week older. Both call themselves "the best model in the world". Both are right, and they still talk past each other. My comparison after a week of testing both myself.

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AI Tools20 Apr 2026

Claude Code, honestly explained: the 10 slash commands you do need

"Claude codes" like /ghost or X10 are making the rounds in my feed. Sounds exciting, but it's mostly nonsense. The real commands are less sexy, but they save you hours.

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AI Tools18 Apr 2026

Claude Design is live: why Anthropic is now challenging Figma and Canva

Anthropic has released a new tool, Claude Design, that runs on Opus 4.7. What it can do in practice, and why it isn't a Lovable killer.

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AI Tools14 Apr 2026

Seedance 2.0: Why ByteDance's AI video model is rewriting the content rules right now

Pixel-accurate physics, real character consistency, lip sync that works. Seedance 2.0 solves the problems Sora and Veo have been tripping over so far. What that means in concrete terms for Reels, ads and your content calendar.

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AI Tools12 Apr 2026

No more tinkering: Why Managed Agents change everything

Feeding memory, uploading context.md, building n8n workflows: that was yesterday. Managed Agents rethink AI assistants from the ground up.

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Trends & News12 Apr 2026

Ads in ChatGPT: What this means for you as a freelancer or solo business owner

OpenAI is now running ads in ChatGPT, $100 million in the first quarter. Why this affects you directly.

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AI Tools12 Apr 2026

Why AI tools alone won't save your marketing

Everyone's talking about ChatGPT and AI in marketing. But without a strategy behind them, tools are only expensive toys.

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Content Strategy11 Apr 2026

Google now answers everything directly, and your blog is losing traffic

Google shows AI answers right in search. The click to your website? Gone. What you need to do now.

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Content Strategy11 Apr 2026

3 content mistakes that cost you reach

You post regularly, but your numbers are stuck? Then you're probably making one of these three mistakes.

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Content Strategy10 Apr 2026

SEO study proves it: AI content ranks, but humans win

Semrush analyzed thousands of articles. AI content makes it into the top 10, but #1 almost always belongs to a human.

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Personal Branding10 Apr 2026

How to build a personal brand on TikTok in 30 days

TikTok isn't reserved for teens. With the right strategy, you build a real brand in 30 days.

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Personal Branding9 Apr 2026

Gen Z is losing trust in AI, and that's an opportunity for you

Despite heavy use: young people have doubts about AI. Why that's the best news for your personal branding in a long time.

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Content Strategy9 Apr 2026

The perfect hook: how to start every post

The first 2 seconds decide whether someone keeps reading or keeps scrolling. Here are 5 hook formulas that always work.

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AI Tools8 Apr 2026

Anthropic has introduced the most powerful AI model ever

Claude Mythos finds security vulnerabilities in hours that went undetected for 17 years. Opportunity or danger?

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AI Tools8 Apr 2026

70% automation: what an AI agent changed at a logistics firm

11,000 complaints a month. An AI agent now handles 70% of them. What freelancers and solo business owners can learn from it.

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Sales & Funnels8 Apr 2026

Funnel basics: From follower to customer in 5 steps

Followers are nice, but revenue is better. Here's how to build a simple funnel that turns reach into real money.

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AI Tools7 Apr 2026

Local AI instead of the cloud: why you don't always have to pay OpenAI

AI cloud costs are exploding. Yet you can run many tasks on your own computer too. Here's how.

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Personal Branding7 Apr 2026

Why nobody cares about your Instagram bio

"Creative | Authentic | Coach": that's what every second bio looks like. Here's what works instead.

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Sales & Funnels7 Apr 2026

Email marketing is not dead, you're just doing it wrong

€42 return for every euro invested. No other channel comes close. Here's how to use email the right way.

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