Agentic Critical Training: Why Actions Succeed

Same source domain / Shared topic / Tension

Architectural quality under AI adoption is a denominator illusion.

Reported by the same outlet (arxiv.org); overlapping topics (against, agentic, quality); pushes against this story (against).

"Strained coherence" might be the early-warning metric for agents going off the rails.

Reported by the same outlet (arxiv.org); overlapping topics (action, against, agent); pushes against this story (against).

SOL-ExecBench: Roofline-Bounded Benchmark for AI-Generated GPU Kernels

Reported by the same outlet (arxiv.org); overlapping topics (against, agent, agentic); pushes against this story (against).

benchflow-ai/skillsbench — Agent Skills Benchmark (396 stars)

Reported by the same outlet (arxiv.org); overlapping topics (against, agent, critical); pushes against this story (against).

GPT-5.5 ships a working backend 28.6% of the time

Reported by the same outlet (arxiv.org); overlapping topics (against, agent); pushes against this story (against).

The best frontier agent clears 15% of real terminal tasks. Read that again.

Reported by the same outlet (arxiv.org); overlapping topics (action, agent); pushes against this story (against).

SMetric rethinks inference scheduling for agent fleets, where KV-cache reuse tops 80%.

Reported by the same outlet (arxiv.org); overlapping topics (agent, objective); pushes against this story (versus).

"Reason Less, Verify More" found 78% of a budget agent's failures were silent policy violations.

Reported by the same outlet (arxiv.org); overlapping topics (against, agent); pushes against this story (but).