Agent Skills '26

The First Workshop on Agent Skills — Design, Evaluation, and Optimization of Procedural Knowledge for LLM Agents
ACM CAIS May 26, 2026 · San Jose, CA · Full day

Overview

LLM-based agents are rapidly moving from research demos to production systems—but their effectiveness hinges on the procedural knowledge they can access at inference time. Agent Skills are an emerging answer: structured packages of instructions, scripts, and references that augment agents without model modification.

A Skill is a SKILL.md file adopted across Claude Code, Gemini CLI, OpenClaw, Codex, and 30+ agent platforms. Eight focused Skills papers appeared in Feb–Mar 2026. An audit of 3,984 Skills found 37% contained security flaws. SkillsBench revealed that curated Skills improve pass rates by 16.2 points on average, yet self-generated Skills can hurt performance in nearly a third of tasks.

The field is moving fast and needs a dedicated venue. Agent Skills '26 brings together researchers and practitioners working on Skills design, benchmarking, optimization, security, and ecosystem infrastructure.

Topics of Interest

We invite contributions across the full lifecycle of Agent Skills, including but not limited to the topics below. This list is not exhaustive—we welcome submissions in any related area.

  1. 1.Agent Skills & Applications— Skills for agent harnesses (OpenClaw, NanoClaw, MetaClaw, Pi); design & authoring principles; structure–efficacy relationships; domain-specific patterns; composition & scaling
  2. 2.Evaluation & Benchmarking— Frameworks treating Skills as first-class artifacts; metrics beyond pass rate; benchmark design; Skill impact measurement
  3. 3.Safety & Supply Chain— Malicious Skill detection; formal verification; supply-chain attacks; prompt injection via Skills; ecosystems & infrastructure security
  4. 4.Improvement & Learning— LLM-based Skill generation; RL refinement; evolutionary approaches; feedback-based improvement; trajectory mining for Skill discovery; continual learning

Call for Papers

We accept two tracks:

All submissions must be in PDF format, conform to the ACM SIGPLAN proceedings template, and use the following LaTeX document class:

\documentclass[sigplan,review,anonymous]{acmart}

Submissions are double-blind (author identities are hidden from reviewers). Please ensure your manuscript does not reveal author identities. We encourage releasing reusable artifacts (code, Skills, datasets) after acceptance.

Submission deadlineApril 21, 2026 (AoE)
Author notificationMay 5, 2026
Camera-readyMay 16, 2026 (AoE)
Workshop dayMay 26, 2026

Submission portal is now open. Submit your paper via OpenReview.

Submit on OpenReview →

Interested in reviewing? We are recruiting reviewers with expertise in agent skills, tool use, benchmarking, and related areas. Self-nominate below.

Reviewer Self-Nomination →

Tentative Schedule

9:00Opening Remarks
9:15Keynote: Foundations of Agent Skills
10:00Coffee Break
10:30Keynote: Benchmarking Agent Augmentation
11:15Contributed Talks — 4 papers
12:00Lightning Talks
12:30Lunch & Poster Setup
14:00Keynote: Skills Optimization and RL
14:45Contributed Talks — 3 papers
15:30Poster & Demo Session
16:00Live Skills Design Challenge — SkillsBench
16:45Panel: Future of Procedural Knowledge
17:15Best Paper Award & Closing

Invited Speakers

Dawn Song
Dawn Song
UC Berkeley
Confirmed
Manling Li
Manling Li
Northwestern University
Confirmed
Ross Taylor
Ross Taylor
General Reasoning
Confirmed

Organizers

Xiangyi Li
Xiangyi Li
BenchFlow
Wenbo Chen
Wenbo Chen
Amazon
Xuandong Zhao
Xuandong Zhao
UC Berkeley
Kyoung Whan Choe
Kyoung Whan Choe
RLWRLD
Yimin Liu
Yimin Liu
Ohio State
Xiaokun Chen
Xiaokun Chen
Stanford
Shenghan Zheng
Shenghan Zheng
Dartmouth
Yifeng He
Yifeng He
UC Davis
Hao Chen
Hao Chen
UC Davis
Yushun Dong
Yushun Dong
Florida State
Yan Liu
Yan Liu
USC
Han-chung Lee
Han-chung Lee
Moody's
Yue Zhao
Yue Zhao
USC
Emilio Ferrara
Emilio Ferrara
USC
Dawn Song
Dawn Song
UC Berkeley

Sponsors

Interested in supporting Agent Skills '26? We welcome sponsorship at all levels. Please reach out at public@agentskills-workshop.org for details.

Contact

Email public@agentskills-workshop.org for submissions, logistics, or sponsorship.