FlashProve raises a practical question for hosted AI: can you verify which computation produced an output? A look at commitments, reported proving costs, integer-model limits and the gap between a protocol theorem and deployed software.
A practical look at Redwood's simulated control evaluations: how they test AI-agent safeguards, what the LinuxArena comparison shows, and why simulation still needs validation.
PHP2Shell exposes a security boundary below application code. An engineer's look at the two PHP flaws, AI's role, affected systems and the limits of guardrails.
