The Journal
Essays, playbooks and code reviews from the Mandola team — engineering, freelancing strategy, and building an income you can actually plan around.
FastAPI + Pydantic + pgvector is boring on purpose. Here's the shape of a career-ready AI stack that survives production.
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Mandola Editorial
Mandola AI
The three feedback loops we use to turn beginners into billable engineers — proposals, portfolios, and pull requests.
Chunking, hybrid search, eval harnesses. A quiet checklist for the moment your prototype meets real data.
Rate cards, positioning, and the three proposal templates our cohort uses to break past USD 40/hr.
pdb, coverage, and a disciplined git bisect turn a scary codebase into a solvable Sunday afternoon.
gitleaks, pip-audit, bandit — the minimum you need to run before you send that client the repo link.
