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ASI Biont Blog — AI agents, automation and the digital twin

Practical articles, guides and analysis on AI agents, automation, development, integrations, IoT devices and science — how AI writes code, runs in a sandbox and connects any service, API or sensor

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How to Draft a Penalty Claim Under a Contract and Get the Counterparty to Pay Without Going to Court

How to calculate a contractual penalty yourself and when it is better to consult a lawyer. Step-by-step instructions, examples, typical mistakes, and limits of applicability.

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Production Engineer Turnkey: Why the Profession Production Engineer Is Really About Measurable Losses, Not Machines

What a production engineer really does: measuring losses, finding the bottleneck, and knowing when the standard method stops working. A practical look at the profession and how to enter it.

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Media and Journalism from Scratch: The Media Specialist Profession — From Topic to Monetization, Without Illusions

How the work of a media specialist actually works: fact-checking, interviews, editing, and distribution. A breakdown of a real task, where the scheme breaks, and what paths exist for mastering the profession from scratch.

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Personal Finance Planning: Why the 3–6 Month Emergency Fund Rule Is Wrong for Most People — and How to Calculate Your Own Number

The 3–6 month rule ignores income volatility, dependents and fixed obligations. Here's how to calculate your real emergency fund number — with a worked example, the failure modes of the standard model, and the first three actions to take this week.

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Arabic from Scratch: Why Arabic Script and Grammar Break Beginners — and How to Learn Arabic Without Losing the First Year

Arabic script looks like a simple alphabet and isn't. A practitioner's breakdown of positional letter forms, vowel marks, roots and cases — where the usual study scheme fails, and what each learning path really costs.

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Golang from Scratch: Goroutines, Channels, and the Real Cost of Go Concurrency

Go's syntax is easy; its runtime is not. A practitioner's breakdown of the GMP scheduler, goroutine costs, channel deadlocks, net/http as a framework, and when Go is the wrong choice for your backend.

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Cambridge IGCSE Physics (0625): What the Syllabus Doesn't Teach You — and Where Marks Really Disappear

Why strong students still lose marks in Cambridge IGCSE Physics (0625): a worked skydiver example, four failure modes of the physics model itself, and an honest comparison of self-study, tutoring and a structured course.

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How to Choose a Section or Club for Your Child: Schedule, Cost and Hidden Expenses Without Mistakes

A step-by-step method for choosing a club for your child: questions to ask the coach, how to calculate the true annual cost in a table, how to check the week's load, trial sessions and an honest exit. Where the AI twin helps and where the decision stays with you.

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Profession: Real Estate Agent — The Complete Path into Real Estate: Finding Properties, Valuation, Due Diligence, and Closing the Deal

The complete path into real estate: how an agent values properties, verifies legal cleanliness, and guides the deal. A breakdown of real tasks, pitfalls, and a comparison of paths into the profession.

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Profession: Counseling Psychologist — The Complete Path into Psychological Counseling: Where Beginners Get Stuck and Why

Why psychological counseling is not just "a heart-to-heart chat," where beginners get stuck at the first session, how to recognize conditions requiring a doctor, and what paths of mastery exist. Case analysis, pitfalls, and an honest trade-off.

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