Projects · Automation

Things I Built,
Actually Working

Not theory — systems that run in production. Designed not to write code for its own sake, but to solve real problems in professional life.

01

Current Projects

Active · Runs every day at 10:00

Automated Market
Bulletin System

Economic research reports from two private banks are automatically fetched every morning, read and summarised by multiple LLMs, and delivered to Telegram as a consolidated market bulletin. Zero manual intervention.

Automation LLM Pipeline Finance GitHub Actions

System Flow

01 Automated Trigger GitHub Actions · Daily at 10:00
02 PDF Collection Fetching reports from 2 bank websites
03 PDF Reading & Summary LlamaParse + 2 different LLMs
04 Consolidation 3rd LLM produces market bulletin
05 Telegram Delivery Automated dispatch via bot

Problems Solved

Eliminated the need to manually read dozens of pages of reports every morning
Solved the problem of consolidating data from multiple sources into a single summary
Reduced time-to-insight from hours to minutes
System runs fully autonomously — no intervention required

Tech Stack

GitHub Actions LlamaParse Python OpenAI API Gemini API Telegram Bot API PDF Scraping

Freelance

Let's build a similar system for you

We can design a custom automation system tailored to your sector, data sources, or workflow. Finance, legal, e-commerce, research — whatever the field.

Let's Talk →

Training

Learn to build this yourself

GitHub Actions, LLM API integration, and automation pipelines can all be taught in a one-on-one session format. Learn from a working project, not theory.

Go to Training Page →

Active · Runs every day at 12:00

Academic Paper
Summary Bot

The latest paper in risk management and financial management is automatically fetched daily from an open-access academic platform, summarised via the OpenAI API, and delivered through a Telegram bot.

Automation LLM Pipeline Academic GitHub Actions

System Flow

01 Automated Trigger GitHub Actions · Daily at 12:00
02 Paper Scan Open-access academic platform
03 Latest Paper Most recent in Risk & Finance
04 LLM Summary Paper summary via OpenAI API
05 Telegram Delivery Automated dispatch via bot

Problems Solved

Eliminated time spent manually searching for current academic literature
Converted lengthy papers into readable summaries
Instant access to new publications in risk and finance
System runs fully autonomously — no intervention required

Tech Stack

GitHub Actions Python OpenAI API Web Scraping Telegram Bot API

Freelance

Let's build a content monitoring system for your sector

Legal, healthcare, finance, technology — whatever the field, we can design a system that automatically tracks and summarises the latest publications, news, or reports.

Let's Talk →

Training

Learn to build this yourself

Web scraping, LLM API usage, and automated notification systems can be taught one-on-one. Learn hands-on from a working project.

Go to Training Page →
03

Coming Soon

Automation · Price Monitoring

Competitor Price Tracking System

Automatically monitors competitor prices for selected products every day. Sends instant alerts when a price change or stock movement is detected.

Coming Soon

Got an automation idea in mind?

Is there something repetitive, time-consuming, or done by hand? It can probably be automated. Let's evaluate your idea in a short call.

Send an Email →

Usually responds within 24 hours.