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The Middleware Mirage
Why We Are Bolting Human Verification Onto Probabilistic Engines
April 16, 2026 6 min read Engineering · Psychology · Law
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The Middleware Mirage
Why We Are Bolting Human Verification Onto Probabilistic Engines
April 16, 2026
6 min read Engineering · Psychology · Law
The ViPO Paradox
Why region-wise reward signals are a brilliant Band-Aid over a fundamentally uncontrollable generation stack.
April 15, 2026
5 min read
Meerkat and the Safety Observability Trap
Meerkat improves cross-trace failure detection for agent systems, but it also exposes a harder truth: the industry is still treating safety as an observability problem instead of a control problem.
April 14, 2026
7 min read Engineering · AI Systems · Safety