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Apr 24, 2026
37% of tool calls had parameter mismatches — and every single one produced plausible output. No errors. No stack traces. Just wrong data flowing downstream.
Apr 23, 2026
Intrinsic self-correction is structurally broken. The Self-Correction Blind Spot shows 64.5% failure. Here's what actually works.
Apr 21, 2026
GLM-5.1 topping SWE-Bench Pro isn't just a benchmark win — it's the moment the production calculus for AI coding agents flips on its head.
Apr 20, 2026
SWE-bench Pro exposes the gap between demo-grade and production-grade coding agents
Apr 8, 2026
The next generation of production agents will not be defined by how much context they can hold, but by how well they decide what deserves to stay.