Posts

Extending the RAG Pipeline in My AI FPL Agent, Part II: Scale

I extended my FPL agent's RAG pipeline with embedding-based shortlisting - so the model sees less noise and makes better picks.

February 22, 2026

Extending the RAG Pipeline in My AI FPL Agent, Part I: Enrichments

I extended my FPL agent's RAG pipeline with injury context and expert insights - so the model gets more detailed insights and can make better picks.

February 15, 2026

How I Use AI to Actually Manage My FPL Team

AI can't pick my FPL team out of the box, so I built a pipeline to make it work. It fetches real data, enforces the rules and manages the team in real-time.

February 8, 2026

Can AI Pick My Fantasy Premier League Team?

I asked AI to build my FPL team - it gave great-looking teams, but they didn't follow any of the rules. Why is that and how can we fix it?

January 25, 2026

FPL Arena 2025/26 Mid-Season Review

We're halfway through the season and my FPL agents are holding their own. All of them are ahead of the average manager. I didn't expect that. Here's how they're doing.

January 4, 2026

An Advanced Method To Reverse-engineer Strava's Privacy Zones: Ringing the Doorbell

The methods so far have been effective at reverse-engineering Strava privacy zones, but I have a better method that uses Strava's metadata, directions and grid search.

December 28, 2025

Privacy Zones Fail Everywhere on Strava, But in Different Ways

How do privacy zones change in different locations? I experimented with different rural locations to find out.

December 21, 2025

Some Thoughts on Vibe Coding: From Bricks to Cities with Bossy Coding

Some thoughts on vibe coding and bossy coding

December 7, 2025

Does a Larger Privacy Zone Protect You on Strava?

Do larger privacy zones actually help protect your privacy? Yes they do, but they still leave an uncomfortably close estimate.

November 30, 2025

Only A Few Activities Can Find Where You Live on Strava

I ran the same reverse-engineering methods with fewer activities - and guess what? Just a few activities are enough.

November 16, 2025

How Private Are Your Activities on Strava? (Hint: Not Very)

I reverse-engineered Strava's privacy zones - showing that for a series of activities even naïve methods get uncomfortably close - within just 30 metres.

November 9, 2025