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
Preschool Development: Play, Speech, Thinking, and Calm School Preparation — Where Parents Most Often Go Wrong
We break down typical mistakes in preschool development: how play, speech, and thinking connect to school preparation, where schemes break, and how to build calm activities at home without pressure.
Coroutines or Compose? How to Aim an LLM at Kotlin So It Doesn't Leak ViewModels, Flows, or Your Patience
A split-by-task prompt collection for Kotlin: coroutine and ViewModel prompts that keep scopes honest, Compose prompts that keep recomposition cheap, and the integration prompt that wires them without leaks.
Relationships and Communication: How to Negotiate Boundaries, Navigate Conflict, and Maintain Intimacy — An Expert Breakdown
An expert breakdown of relationships and communication: how boundaries work, why conflicts arise, how to rebuild trust and intimacy. Practical steps, failure scenarios, and honest trade-offs of learning paths. A mention of the course "Relationships and Communication" as a way to gain structure.
Stress Management & Resilience: HRV Tracking, Cortisol Testing and Stress Biomarkers — What Each One Actually Measures
HRV tracking and cortisol testing measure different axes of stress physiology. A practical guide to sampling windows, confounders, costs, and turning biomarkers into a recovery protocol.
Parenting Without Shouting: How to Build Boundaries, Emotions, and Discipline — What to Know Before You Start
How to build boundaries, emotions, and discipline without shouting or punishment: a breakdown of the mechanisms, typical breakdowns of the scheme, and a comparison of paths to mastery — on your own or through a course.
Your First Credit Card Grace Period: How to Check the End Date and Avoid Paying Interest
A credit card is not debt but an interest-free loan for a term. We break down how the grace period works, how much a debit card holder loses, why the minimum payment doesn't save you from interest, and where the mechanism breaks.
Advances in Vibe Coding: What Latest Research and Tools Actually Change in AI-Driven Development
What actually changes in vibe coding in 2026: context budgets, agent loops, verification, token costs — a practical walkthrough, failure modes, and how to choose a learning path.
Prompts That Read a P&L Like a CFO: Unit Economics, Scenarios and Anomaly Hunting vs. Building the Model by Hand
Two workflows for financial analysis compared: LLM prompts for fast unit-economics drafts, scenarios and P&L anomaly hunting vs. hand-built Excel models with an audit trail. 16 concrete prompts with the mechanics, failure modes and the handoff point.
Climbing and Mountaineering: How Belay Devices Actually Work — GriGri vs ATC, Assisted Braking, and Where Each One Fails
GriGri vs ATC, assisted braking, and hitch-based belays: how the braking geometry actually works, where each family fails on wet ropes, thin diameters, and panic grabs, and how to match device to discipline.
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.