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
Fine-tuning LLMs: How LoRA and 4-bit Quantization Work — Mechanics and Pitfalls
We break down the mechanics of LoRA and QLoRA: how low-rank adapters save memory, why 4-bit quantization is needed, how much VRAM is required for a 7B model, and which hyperparameters affect the result. Practical recommendations and pitfalls.
Employment Dispute: Dismissal, Pay, Court — How Unlawful Dismissal Claims Actually Work, and Where They Break
How unlawful dismissal claims are actually built: a worked severance and unpaid-wages calculation, the deadlines that kill cases, and where the dispute process itself breaks down.
Cambridge International A-Level Business (9609): Strategy, Finance and Marketing vs. Alternatives — What to Choose and Why
We break down how Cambridge International A-Level Business (9609) is structured: the logic of decision-making, typical traps, and a comparison of learning paths. Practical examples and recommendations.
SEO and Website Promotion: A Complete Optimization Course — How It Works in Practice and Where It Breaks
A practical breakdown of SEO: how ranking works, why a site isn't growing for commercial queries, where the scheme breaks, and which learning paths actually work. A complete SEO course: optimization, links, commercial factors, analytics.
Rust — Systems Programming: What's Behind the Course and How It Works in Practice
We break down what the course "Rust — Systems Programming" actually offers: a real-world scenario with a CLI utility, typical mistakes when working with ownership and memory, a comparison of learning paths, and an honest trade-off.
Prompt Engineering: A Step-by-Step Learning Plan — From Zero-Shot to RAG, Working with GPT/Claude, and Token Optimization
A step-by-step plan for mastering prompt engineering: from Zero-shot and Few-shot to RAG and structured output. A breakdown of a real task, failure scenarios, trade-offs of learning paths, and who this profession suits.
Cambridge International A-Level Economics (9708): Myths About the Course and the Real Mechanics of Economic Thinking
We debunk the myths about the Cambridge International A-Level Economics (9708) course: why economics is not about memorization but about decision-making mechanisms. Sample problems, scenarios where models fail, and an honest comparison of preparation paths.
Healthy Nutrition: A Diet Without Bans — Food Composition, Cooking, Habits, and Budget
A practical guide to healthy eating without strict diets: how to read labels, plan meals, cook fast, and build habits that last. Learn who this approach suits and where it breaks down.
Yoga and Mobility: Avoiding Common Mistakes in Mindful Movement, Flexibility, and Posture
Avoid common mistakes in Yoga and Mobility: learn mindful movement, flexibility, and posture techniques with a step-by-step walkthrough and expert insights.
HR Analytics and Turnover Dashboard in Excel: A Practical Guide for HR and Managers — the "HR and Talent Management" Course
How to calculate employee turnover, cost of replacement, and build a dashboard in Excel without a BI platform. A breakdown of metrics, slices, and tool limitations — with examples and an implementation checklist.