SkillChain: Closing the Loop on Skill Evolution for Image-Based E-Commerce AI Assistants

arXiv:2606.12984 · cs.CL · Submitted 2026-06-11 · Read on arXiv

cs.CL

Submitted: 2026-06-11

Updated: 2026-08-27

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• LLM judge — 18× in this paper · explained in 2 episodes
• Content Quality — 9× in this paper
• Accuracy — 7× in this paper · explained in 1 episode
• Constraint Adherence — 6× in this paper
• Ablation — 5× in this paper · explained in 1 episode
• Agent Skills — 5× in this paper · explained in 1 episode
• Aggregation — 5× in this paper · explained in 1 episode
• Core — 5× in this paper · explained in 2 episodes
• Alignment — 4× in this paper · explained in 1 episode
• Card Composition Compliance — 3× in this paper
• Failure Modes — 3× in this paper · explained in 3 episodes
• Tool Call Rationality — 3× in this paper
• Trace — 3× in this paper · explained in 2 episodes
• Abstraction — 2× in this paper · explained in 1 episode
• Generalizability — 2× in this paper · explained in 6 episodes
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Commentary — 1× in this paper · explained in 2 episodes
• Continual Learning — 1× in this paper · explained in 2 episodes
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• Self-Evolving Agents — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• XSkill: Continual Learning from Experience and Skills in Multimodal Agents
• SoK: Agentic Skills -- Beyond Tool Use in LLM Agents
• ARISE: Agent Reasoning with Intrinsic Skill Evolution in Hierarchical Reinforcement Learning
• Holistic Evaluation of Language Models
• EvoSkill: Automated Skill Discovery for Multi-Agent Systems
• SkillNet: Create, Evaluate, and Connect AI Skills
• Constitutional AI: Harmlessness from AI Feedback
• Graph-of-Skills: Dependency-Aware Structural Retrieval for Massive Agent Skills
• SkillClaw: Let Skills Evolve Collectively with Agentic Evolver
• Llama 2: Open Foundation and Fine-Tuned Chat Models
• Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills
• GPT-4 Technical Report
• Dynamic Dual-Granularity Skill Bank for Agentic RL
• SkillX: Automatically Constructing Skill Knowledge Bases for Agents
• SkillOS: Learning Skill Curation for Self-Evolving Agents
• WebXSkill: Skill Learning for Autonomous Web Agents
• Qwen3-VL Technical Report
• AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
• The Rise and Potential of Large Language Model Based Agents: A Survey
• Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering