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An attacker can disguise an exploit prompt. A defender must paste the raw crime scene. How closed model guardrails blind incident responders, create a million-dollar enterprise tax, and force security onto bare-metal open weights.
A college fest attendance workflow that checked each student's timetable before granting on-duty attendance. The domain rules, implementation scope, and meaning of the event's scale.
A repository preserves changes, but it cannot explain every contribution. How project records, decision notes, and precise role descriptions make engineering work visible and credit fair.
Build a PostgreSQL job queue around atomic claims, bounded retries, and explicit recovery. Understand what SKIP LOCKED guarantees and where idempotency must take over.
A first client website exposed the gap between producing a working page and understanding its system. Lessons in deployment, AI-assisted development, and responsibility while studying.