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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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Critical Thinking and Defense Against Manipulation: Logic, Cognitive Biases, and Fact-Checking in Practice

An analysis of practical critical thinking techniques: how to verify claims, where the fact-checking scheme breaks down, and which learning paths provide real feedback. The course — as one of the tools.

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How to Cancel a Gym Membership or Beauty Salon Contract Without Debt: The Right Way to Stop Paying

Stopping payments does not cancel a gym or salon contract — auto-renewal and notice periods keep the debt growing. Here is the step-by-step way to exit in writing, cut the payment link, claim a refund and dispute charges.

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Learning Skills & Memory Techniques: Anki vs SuperMemo, the SM-2 and FSRS Algorithms, and Where Spaced Repetition Software Actually Breaks

Inside Anki and SuperMemo: how SM-2 and FSRS schedule reviews, what stability and desired retention mean, why shared decks sabotage beginners, and a decision rule for choosing between the two tools.

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Cambridge IGCSE Information and Communication Technology (0417): Why Practice Matters More Than Theory and Where Marks Are Actually Lost

Why theory without practice doesn't work on Cambridge IGCSE ICT (0417): breakdown of typical tasks, traps, and preparation paths.

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Cambridge IGCSE Computer Science (0478): Where Marks Are Really Lost — Tracing, Pseudocode, and Algorithm Boundaries

A substantive look at Cambridge IGCSE Computer Science (0478): how algorithm tracing works, where marks are lost at condition boundaries, why past papers are a poor teacher, and what learning paths actually exist — with an honest trade-off.

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Self-Development Turnkey: From Goals to a System — Why Personal Development Works Only as a System, Not as Motivation

Why personal development works only as a system, not as motivation: a live walkthrough of habit design, the failure modes that break the loop, and an honest comparison of learning paths.

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Event Manager Turnkey: How to Become an Event Manager — Concept, Budget, Venues, Contractors, Logistics and Delivery of Events of Any Scale

What an event manager really does: a walkthrough of a 300-person conference from brief to report, the four ways the scheme breaks, and an honest comparison of learning paths.

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Tourism and Hospitality: Where Tours and Hotels Actually Break Down — and How to Learn to Handle It

A breakdown of real tasks in tourism and hospitality: how to calculate tour margin, where bookings break down, and how to learn it. An overview of the "Tourism and Hospitality: The Complete Program" as one of the paths into the profession.

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The LLM Detective: DevTools Prompts That Reproduce Bugs, Read Stack Traces and Set Breakpoints Instead of Guessing

A working set of DevTools prompts that turn an LLM from a guesser into a detective: reading stack traces, building minimal reproductions, bisecting commits, inspecting network calls and setting conditional breakpoints.

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Making LLMs Speak Pandas and Polars: Prompts That Clean, Join, and Speed Up Your DataFrames Without Eating RAM

A working set of prompts for Pandas and Polars: declare schemas, catch join blowups, translate heavy Pandas to lazy Polars, kill apply, and diagnose memory errors — plus when to re-check the LLM's code on dtypes and nulls.

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