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#risk-detection

TRACE: Trajectory Risk-Aware Compression for Long-Horizon Agent Safety

arXiv cs.AI · yesterday Cached

This paper proposes TRACE, a trajectory-level safety detection method for long-horizon LLM agents that compresses full trajectory evidence into a latent state to better aggregate dispersed risk signals, achieving state-of-the-art accuracy on multiple benchmarks.

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#risk-detection

I’m building a "Pessimistic" AI Job Evaluator to detect domain mismatches and stealth-startup risk (v0.1.8)

Reddit r/artificial · 2026-04-22

Developer releases v0.1.8 of "Job Bro," an AI job evaluator that pessimistically flags domain mismatches, stealth-startup risks, and salary red flags to curb over-optimistic AI matching.

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#risk-detection

ICAF: A System That Follows the Conversation’s Shape

Reddit r/artificial · 2026-04-22 Cached

ICAF is a framework that tracks the evolving structure of multi-turn conversations to detect slow-building risks missed by message-level evaluations.

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