Injected provider failures produced recorded unavailability and zero fabricated hints, while valid and reentrant conditions stored 30 synthetic hints each¶

Claim · All claims
Evidence · 1 study · design r2 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2029: tool and model accuracy changes quickly

Subclaims¶

q2 i? Across four injected provider conditions, 120 callbacks were invoked and 60 hints were retained; exception and empty-response conditions recorded 30 unavailable outcomes each and stored zero hints. → Nizam Kadir 2026

Evidence¶

Nizam Kadir 2026¶

Nizam Kadir. (2026). LearnAdapt Praxis: Controlled AI Assistance and Evidence Traces for Adult Workplace Learning. Technical research report. https://arxiv.org/abs/2610.02699 doi:10.48550/arxiv.2610.02699

q2 · i? · design · r2

Provider-failure and recovery results of the 120-episode synthetic rehearsal, shown in Figure 5 with 30 scripted episodes per condition. The report states the absence of hints in failure conditions "was the intended outcome"; no effect size is printed.

"The valid and reentrant conditions each stored 30 synthetic hints. The exception and empty conditions each recorded 30 unavailable outcomes and stored zero hints (Figure 5). Across all conditions, 120 callbacks were invoked and 60 hints were retained."

Discussion¶

Related Claims¶

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