Writing about projects, AI, and engineering practice

A dedicated showcase for interactive investigations and published articles that complement the projects and knowledge base.

Sep 16, 2026

24 sec demo

AI-Assisted Engineering Review

Engineering Process Animation for EPC Presentations

A bilingual, 24-second visual note about AI-assisted review of vendor documentation. Within EPC, AI classifies documents, checks requirements, identifies inconsistencies, prepares initial comments, and consolidates feedback from the design institute and client. EPC reviews the result and issues the reply to the vendor.

Animation frame: AI analyzes the vendor documentation package before external review

Key idea

Vendor → EPC → AI analysis → stakeholder review → AI consolidation → EPC reply

EPC
AI Analysis
Document Review
RU / EN

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Aug 29, 2026

18 min read

AI Safety & Agents

The OpenAI × Hugging Face Incident: An Agent Action Map

An interactive forensic reconstruction of how isolated agents built a covert message board, coordinated reward-hacking research, and escalated into an attack on Hugging Face infrastructure.

Key idea

Seven days of coordination, spoofing, lateral movement, and the safeguards that failed

AI Agents
AI Safety
Incident Analysis
Interactive

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Apr 30, 2026

3 min read

AI & Architecture

From Idea to Concept Site in Hours: AI and Early Architectural Presentation

How AI can turn an early architectural idea into a presentable digital pitch with images, video, narrative structure, and a shareable website.

Key idea

Idea -> images -> video -> landing page -> publication

AI
Architecture
Website
Concept

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Nov 12, 2025

4 min read

Automation

How We Tamed `.pdf` and Saved Hours of Busywork

A practical story about replacing manual PDF folder handling with a Python conveyor, structured logs, flexible paths, and operator-friendly automation.

Key idea

59 reports: from 25 minutes of focus to one controlled run

Python
PDF
Documentation
Workflow

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Jul 23, 2025

3 min read

Career Frameworks

IT levels, what L0-L11 levels are hiding in large companies

A compact explanation of engineering career levels, responsibilities, impact, compensation ranges, and what usually signals readiness for the next step.

Key idea

L0-L11 as a map of responsibility, influence, and impact

L0L3L6L9L11

Career
Engineering Levels
Leadership
Growth

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