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Notes from the engagement

Practical writing on Fractional CTO work, AI architecture decisions, and how to lead engineering teams at startup scale. Posts are in English; page navigation is translated.

2026-05-06·11 min read

EU AI Act for founders: a 2026 readiness checklist

The EU AI Act is in active rollout. Here is what is in force already, what kicks in on 2 August 2026, what classifies as high-risk, and the practical readiness checklist for product teams.

EU AI ActComplianceEU
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2026-04-24·10 min read

GDPR + LLMs: a practical guide for product teams

How to build LLM-powered products in the EU without breaking GDPR. A practical walkthrough of the articles that bite, the patterns that work, and the patterns that look fine but are not.

GDPRLLMsCompliance
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2026-04-13·6 min read

How to hire a Fractional CTO: questions, red flags, and contracts

A founder's checklist for evaluating Fractional CTO candidates — where to source them, what to ask, what should make you walk away, and what a clean contracting setup looks like.

Fractional CTOHiringFounder checklist
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2026-03-30·5 min read

Why you should NOT hire a Fractional CTO

A contrarian counterpoint to the rest of the writing on this site. The model is not right for every founder, every stage, or every product. Here are the cases where hiring one is the wrong move.

Fractional CTOFounder adviceContrarian
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2026-03-17·4 min read

When to hire a Fractional CTO — and when not to

Five clear signals you need one, three signals you do not, and the most common founder mistakes in evaluating the model.

Fractional CTOHiringFounder advice
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2026-03-03·7 min read

How a Fractional CTO manages an engineering team part-time

Engineering teams need decisions, unblockers, and direction. A Fractional CTO is gone 80% of the time. Here is how the model works in practice — and where it breaks down.

Fractional CTOEngineering managementTeam leadership
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2026-02-18·9 min read

How to choose between OpenAI, Claude, Mistral, and Llama for your product

Four model families, four very different trade-offs. A practical framework for choosing — based on data residency, cost, capability, ecosystem, and what fails first.

LLMsOpenAIClaude
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2026-02-04·7 min read

MVP in 4-8 weeks: realistic vs unrealistic expectations

A working MVP in 4-8 weeks is achievable for a focused subset of products and impossible for the rest. Here is what fits in the window, what does not, and how to scope a build that actually ships.

MVPProductFounder advice
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2026-01-22·5 min read

Fractional vs Part-time vs Interim vs Full-time CTO — what is the difference?

The four CTO models look similar from outside but solve different problems. Here is the practical difference, and a decision framework based on your company stage.

Fractional CTOHiringStartup leadership
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2026-01-09·6 min read

What is a Fractional CTO and when do you need one?

A Fractional CTO is senior technical leadership for startups that need it before they can justify a full-time hire. Here is what the role actually does, who hires one, and when the model works.

Fractional CTOStartup leadershipHiring
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Aru Bhardwaj

Fractional CTO architecting sovereign AI systems for startups and scale-ups across Europe. Custom ML, agentic RAG, and secure LLM infrastructure. 7+ years turning complex data into production intelligence.

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