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Skills2026-04-12 · source-backed
No shared filesystem between agent and evaluator. No answers shipped with test materials. No eval() on untrusted input. If your internal evaluation uses pytest fixtures the agent can access, your scores are meaningless. The paper gives you the checklist.
Each link below shares sources, entities, or timing with this story.
Shared entity: Berkeley / Same source / Shared topic
Both cover Berkeley; cite the same source (The paper); overlapping topics (agent, berkeley, evaluation, evaluator).
Shared entity: Validate / Shared topic / What happened next / Tension / Downstream implication
Both cover Validate; overlapping topics (against, agent); picks up the Validate thread on 2026-06-08.
Shared topic / Tension
Overlapping topics (against, agent, answer, checklist, eval); pushes against this story (against).
Same source / Shared topic
Cite the same source (The paper); overlapping topics (answer, berkeley, evaluation).
Shared topic / Tension
Overlapping topics (against, agent, answer, evaluator, harness); pushes against this story (against).
Shared entity: Berkeley / Shared topic / What happened next
Both cover Berkeley; overlapping topics (agent, berkeley); picks up the Berkeley thread on 2026-08-20.
Both cover Berkeley; overlapping topics (access, berkeley); picks up the Berkeley thread on 2026-08-11.
Shared topic / Tension / Downstream implication
Overlapping topics (agent, between, eval); pushes against this story (but); traces where this leads (implication).