HASP Converts Agent Failures into Reusable Skill Programs
The striking number is the ablation: removing teacher review and code validation halves accuracy, suggesting the guardrail pipeline matters more than the skill library itself. Teams building production LLM agents can borrow the pattern of logging every corrective intervention as a validated, reusable program. Compared with plain ReAct, HASP trades a one-time curation cost for roughly 15% token savings and a 20-point accuracy gain on web-search reasoning.
