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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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Cambridge Admissions: PAT (Physics Aptitude Test) — Oxford: What You Need to Know Before You Start So You Don't Lose a Year

A breakdown of PAT: how the exam is structured, where strong applicants break down, failure modes, and a comparison of preparation paths. Practical examples and non-obvious takeaways.

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AI for Sales & Marketing: Where the Real Leverage Is (and Where It Quietly Fails)

AI won't fix a bad list or a weak offer. A practical walkthrough of AI sales and marketing — lead scoring, copy variants, personalization — plus the failure modes nobody demos and how to choose a learning path.

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IT Legal & Compliance: What Developers Get Wrong About GDPR, Licenses and IP — and How to Choose Your Path

IT legal work lives in LICENSE files, privacy policies and contract clauses — not in law books. A practical look at GDPR, licensing and IP for developers, where compliance breaks, and how to choose a learning path.

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Your Medical Bill After a Doctor's Visit: How to Check Every Line, Dispute Overcharges, and Get Your Money Back

A $1,870 bill for a 15-minute visit? Learn how to read medical bills, spot billing errors, dispute overcharges, and get your money back — without a lawyer.

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Industrial IoT (IIoT) and SCADA Systems: How the Modbus — OPC UA Link Really Works and Where You Lose Data

We explain how the Modbus RTU/TCP and OPC UA link really works: registers, addressing, polling, timeouts, type conversion, the role of the gateway and OPC UA server.

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Procurement and Supply: How to Choose a Supplier, Run a Tender, and Avoid Losing Money on a Contract

How to choose a supplier, run a tender without surprises, and conclude a contract that protects against losses. A breakdown of TCO, failure modes, and learning paths for procurement.

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Graph Databases: Neo4j, Cypher, and Knowledge Graphs — Where Myths Get in the Way and Where Graphs Truly Deliver

We break down graph databases without myths: how Neo4j and Cypher work, where graph models break, which algorithms are actually needed, and how to choose a learning path — from self-study to a course.

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UHNW Client Advisory: How a Family Office Works and When It Pays Off

We break down what's inside a family office: single-family vs multi-family, functions, maintenance costs, and when it pays off. Practical failure scenarios and a checklist for the family.

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Your Goroutines Don't Leak — Your Assumptions Do: 12 LLM Prompts That Turn pprof Output and Race Reports Into an Actual Diagnosis

pprof shows where goroutines are stuck, the race detector shows what collided — neither tells you why. Twelve battle-tested LLM prompts that turn a stack trace and a diff into an actual concurrency diagnosis, with the trade-offs and failure modes spelled out.

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CRM and Salesforce — Customer Relationship Management: Why Your CRM Turns Into a Dump and How to Fix It

Why a CRM turns into a dump of duplicates and dead deals, and how to build a process model with leads, opportunities, and validation. A case study, three failure scenarios, and an honest choice of learning path.

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