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Research2026-07-26 · source-backed
This July 15 paper treats context quality as an independent leading indicator of agent reliability, scoring it with multi-juror consensus across role clarity, guardrail coverage, instruction consistency, tool schema quality, grounding sufficiency, injection hardening, and token efficiency (arXiv 2607.14275). The mappings are specific enough to act on: grounding sufficiency predicts hallucination resistance, guardrail coverage predicts manipulation resistance, instruction consistency predicts instruction-following, tool-schema quality predicts tool-use effectiveness. Run it as a deploy-time preflight, separate from behavioral evals, for a non-circular signal on which failure mode you're about to ship. Harness is open source.
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Shared entity: Harness / Shared topic / Earlier coverage / Tension
Both cover Harness; overlapping topics (agent, context); earlier Harness coverage from 2026-04-01.
harness released AI Security / Shared topic / Tension
Linked by a graph relationship (harness released AI Security); overlapping topics (agent, context); pushes against this story (but).
Shared entity: Harness / Shared topic / Earlier coverage
Both cover Harness; overlapping topics (agent, context); earlier Harness coverage from 2026-07-25.
Shared entity: Harness / Same source domain / Earlier coverage
Both cover Harness; reported by the same outlet (arxiv.org); earlier Harness coverage from 2026-07-25.
Shared entity: Harness / Shared topic / Earlier coverage
Both cover Harness; overlapping topics (agent, context); earlier Harness coverage from 2026-04-13.
harness released AI Security / Shared topic
Linked by a graph relationship (harness released AI Security); overlapping topics (agent, context).
harness released AI Security / Same source domain
Linked by a graph relationship (harness released AI Security); reported by the same outlet (arxiv.org).
Linked by a graph relationship (harness released AI Security); reported by the same outlet (arxiv.org).