IMMACULATE: Detecting LLM API Provider Cheating

Shared entities / Same source domain / Shared topic / What happened next

Controllable Reasoning Models Are Private Thinkers

Both cover Critical, Uses; reported by the same outlet (arxiv.org); overlapping topics (critical, model).

Shared entity: Critical / Same source domain / Shared topic / What happened next

Your AI-Written Code Works. Its Dependencies Don't.

Both cover Critical; reported by the same outlet (arxiv.org); overlapping topics (critical, model).

Self-Attribution Bias: AI Monitors Go Easy on Themselves

Both cover Critical; reported by the same outlet (arxiv.org); overlapping topics (anyone, critical).

Reasoning Theater: Performative Chain-of-Thought

Both cover Critical; reported by the same outlet (arxiv.org); overlapping topics (critical, model).

Agent Safety (Exceptional Day)

Both cover Critical; reported by the same outlet (arxiv.org); overlapping topics (anyone, model).

Frontier Models Defect at Low Probabilities

Both cover Critical; reported by the same outlet (arxiv.org); overlapping topics (critical, model).

Shared entity: Critical / Same source domain / What happened next / Tension

PostTrainBench: Agents Autonomously Post-Train LLMs — But Reward Hack When Unsupervised

Both cover Critical; reported by the same outlet (arxiv.org); picks up the Critical thread on 2026-03-22.

Shared entity: Uses / Same source domain / What happened next / Tension

AgentSentry — Temporal Causal Defense Against Prompt Injection

Both cover Uses; reported by the same outlet (arxiv.org); picks up the Uses thread on 2026-03-04.