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Rather than guess our similarity thresholds, we generate a spectrum of synthetic candidates, embed them with the real pipeline ...

International Coding Championship 2026 | Day 1 | RoboSticks | Highlights Welcome to Robostics, your learning hub for coding ...

We implement the Writer step with a surprisingly short prompt, since the patterns are well established by now. I walk through the ...

We generate our first newsletter, then debug why it has no article links despite the URLs being present. Inspecting the actual ...

We implement both the Visualizer and Image Generator steps through Pydantic AI. I cover the three archetype style palettes, and ...

Claude Code agent migration has a silent failure mode: dynamic context injection stops working the moment a skill becomes an ...

We begin the production phase. I introduce the Writer step, the NewsletterPost model, and the exact newsletter section structure ...

We implement the audio step. Since Pydantic AI doesn't yet support text-to-speech, we drop down to the Gemini API directly, ...

Two refinements: we split the growing steps file into one module per phase, then add image variety by defining several styles per ...

We lay the database foundation the whole pipeline is built on: SQLite with Alembic migrations and a Run model that tracks each ...

We start the ideation phase. Synthesis turns accumulated insights into three startup candidates, one per archetype, using a strong ...

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I share my reference prompt and we implement the Synthesis step: the Candidate model, a rolling-window query, and a system ...

With the fix in place, the pipeline produces a complete business model, and we review every field in detail. This wraps up the ...

We generate an embedding for each candidate using Pydantic AI's Embedder and store it in ChromaDB. I cover why the vectors ...

We implement the podcast script step, following the established pattern with a new Podcast model. The system prompt encodes ...

Our first image comes out with unwanted text baked in. I use the model's own vision to confirm it, then reinforce a no-text rule in ...

Check out this Smart Padlock! This is an easy way to keep your valuables secure! You can download the Smart Lock App on your ...

The first synthesis run hits two bugs: a closed event loop and an unapplied migration. I walk through diagnosing both (and the fix ...

Triage is a cheap, fast pass that decides which articles are worth keeping. In this lesson we build just the data layer: the ...