Technical editorials and developer notes published daily.https://biaslayer.github.io/https://biaslayer.github.io/blog/the_middleware_mirage/https://biaslayer.github.io/blog/the_middleware_mirage/Why We Are Bolting Human Verification Onto Probabilistic EnginesThu, 16 Apr 2026 00:00:00 GMThttps://biaslayer.github.io/blog/vipo-paradox/https://biaslayer.github.io/blog/vipo-paradox/Why region-wise reward signals are a brilliant Band-Aid over a fundamentally uncontrollable generation stack.Wed, 15 Apr 2026 00:00:00 GMThttps://biaslayer.github.io/blog/meerkat-safety-observability-trap/https://biaslayer.github.io/blog/meerkat-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.Tue, 14 Apr 2026 00:00:00 GMT