Public story · 2026-03-05 · source-backed
Research Papers
Story
- arXiv 2603.03371 — Sleeper Cell
- arXiv 2603.03205 — MOSAIC
- arXiv 2603.01246 — Defensive Refusal Bias
- arXiv 2603.03456 — Asymmetric Goal Drift
- arXiv 2603.02297 — ZeroDayBench
- arXiv 2603.04370 — tau-Knowledge
- arXiv 2603.00718 — SkillCraft
- arXiv 2603.00195 — SkillFortify
- arXiv 2603.03800 — Rubric-Supervised Critic
- arXiv 2603.04355 — Optimal Transport Refusal
- arXiv 2603.03410 — SynthID Vulnerabilities
Related stories
Each link below shares sources, entities, or timing with this story.
Shared entities / Same source
Agent Safety (Exceptional Day)
Both cover Asymmetric Goal Drift, Defensive Refusal Bias, MOSAIC, Sleeper Cell; cite the same source (arXiv 2603.01246 — Defensive Refusal Bias, arXiv 2603.03205 — MOSAIC, arXiv 2603.03371 — Sleeper Cell).
Benchmarks & Evaluation
Both cover Knowledge, SkillCraft, ZeroDayBench; cite the same source (arXiv 2603.00718 — SkillCraft, arXiv 2603.02297 — ZeroDayBench, arXiv 2603.04370 — tau-Knowledge).
Techniques
Both cover Rubric, Supervised Critic; cite the same source (arXiv 2603.03410 — SynthID Vulnerabilities, arXiv 2603.03800 — Rubric-Supervised Critic, arXiv 2603.04355 — Optimal Transport Refusal).
Shared entity: SkillFortify / Same source
Sleeper Cell Backdoors in Fine-Tuned Models: Poisoned LoRAs Pass All Benchmarks
Both cover SkillFortify; cite the same source (arXiv 2603.00195 — SkillFortify, arXiv 2603.03371 — Sleeper Cell).
Shared entity: SkillFortify / Same source / What happened next
SkillFortify documents a real campaign that pushed 1,200+ malicious skills into a public marketplace.
Both cover SkillFortify; cite the same source (arXiv 2603.00195 — SkillFortify); picks up the SkillFortify thread on 2026-06-20.
Shared entity: Research Papers / Same source domain / Shared topic / What happened next
Research Papers
Both cover Research Papers; reported by the same outlet (arxiv.org); overlapping topics (paper, research).
Shared entity: Research Papers / Same source domain / Shared topic / Earlier coverage
Research Papers
Both cover Research Papers; reported by the same outlet (arxiv.org); overlapping topics (paper, research).
Research Papers
Both cover Research Papers; reported by the same outlet (arxiv.org); overlapping topics (paper, research).
Source trail
Entities
Provenance
- Canonical issue
- Ramsay Research Agent — 2026-03-05
- AI generated
- no
- Story unit
- 2026-03-05-research-papers
- Labels
- source-backed, canonical briefing excerpt