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The Asymmetry of Closed Models: Why Safety Filters Punish the Defender

Oct 25, 20269 min read

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.

systemsengineeringaisecuritybackend

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The Queue You Already Have: PostgreSQL, Retries, and Failure Recovery

May 30, 20267 min read

Build a PostgreSQL job queue around atomic claims, bounded retries, and explicit recovery. Understand what SKIP LOCKED guarantees and where idempotency must take over.

systemspostgresbackendengineering

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backend

The Asymmetry of Closed Models: Why Safety Filters Punish the Defender

The Queue You Already Have: PostgreSQL, Retries, and Failure Recovery

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