Projects

Projects

I start with projects relevant to recurring business tasks: finding information, preparing replies and collecting data. My personal experiments follow below. Each story explains what I built and its limitations.

8 projects

Autonomous audit agent

Website security and discoverability audit

Task
Help website owners understand what needs attention and where to start.
Output
An autonomous audit agent checking website security and search and AI readiness. The owner receives explanations of findings and practical next steps.
Limit
A public-information check does not guarantee complete security, search visibility or mentions in AI answers.

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Assistant setup for my own business

AI assistant for a one-person business

Task
Organising business notes and preparing recurring tasks.
Output
An assistant setup for business notes, task preparation and an email integration trial.
Limit
I describe the setup and its limits, not automatic processing of current customer enquiries.

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Support workflow and a standalone tool

Customer-support reply drafts and a personal-data filter

Task
Finding information in documentation to answer a customer email.
Output
A reply draft for human review. The standalone personal-data filter helps replace detected details before using AI.
Limit
A person checks and sends the reply. The filter does not find all personal data.

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Public-data collection project

Public-data scraper

Task
Combining public lists from different portals and files.
Output
One dataset that retains the source of each record.
Limit
Questionable addresses and duplicates need review.

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Benefits exploration web app

Web app for exploring possible benefits

Task
Finding possible benefits based on a person’s description of their situation.
Output
An overview of possible benefits. AI interprets text; separate code handles calculations.
Limit
The app does not submit applications or make official eligibility decisions.

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Comparison of public pay and price statistics

Wage vs Prices

Task
Comparing pay and consumer price changes for ten occupation groups.
Output
An interactive comparison by county and quarter. Apartment transaction prices appear as a separate series.
Limit
Missing observations are not substituted. Median apartment prices are not a constant-quality price index.

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My personal experiment

My personal AI assistant

Task
Connecting messages, notes, web tools and scheduled tasks.
Output
Existing agent software configured for my personal tasks.
Limit
Configured capabilities do not prove reliability. I also describe operational failures.

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My personal football experiment

World Cup football prediction system

Task
Connecting match research, score predictions and submission through a web form.
Output
A system for preparing predictions and submitting them through a web form. The later workflow requires human review before submission.
Limit
One round was not submitted even though the predictions were ready. I explain why.

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