Get Started
Home
Topics
Search
Library
Research questionHow can agent skills support reliable procedural execution while making failures easy to diagnose and repair?When skills are written as free-form prose, agents must repeatedly infer procedural steps, code, commands, and tool calls, which can reduce reliability on implementation-heavy tasks. The same representation makes it difficult to locate failures and safely improve domain-specific procedures.
AI
AI Agents
Code Generation & Program Synthesis
Evaluation & Benchmarks
Research Paper
Technology
Latest papersRecent research connected to this question, newest first.OmegaUse-SOP: SOP Engineering for Professional Computer Use from Human DemonstrationsThe evidence concerns a human-in-the-loop system for turning multimodal demonstrations of professional computer use into reusable GUI-agent skills, including step-wise grounding and verification during live execution. Evaluation is reported for photovoltaic simulation workflows in PVsyst 7.2 with a power-sector client, so the evidence does not establish performance across other professional applications or domains.research paper · Sep 10, 2026AIP: A Graph Representation for Learning and Governing Agent SkillsApplies to agent skills represented as schema-validated directed execution graphs, with steps backed by deterministic scripts or natural-language descriptions and connected by typed inputs and outputs. The evidence covers compilation of human-written skills, Claude Sonnet performance on 27 SkillsBench tasks, and two authored-skill repair cases; broader generalization is not established.research paper · Sep 3, 2026
Related questions
How can computer-use agents retain, refine, and reliably reuse procedural skills across repeated GUI tasks?How can coding agents reliably implement systems-level requirements and detect the defects they introduce?How can agent runtimes avoid context poisoning and latency from growing histories during long-horizon skill execution?How can teams make coding-agent output reliable enough for production?