Trace: TRajectory Attribution for Automated Context Engineering [POSTER]
Authors: Yikai Zhao, Pradeep Kumar Misra, Saurabh Pandey
Auditable Telecom Tower Plan-to-Field Verification with Tool-Using Multimodal Agents [POSTER]
Authors: Mahdi Setayesh, James Lee, Maitreyi A. Nair, Shane Patterson, Kelsey Huebner
SC-BlackSwan-Bench and SCRIBE: A Benchmark and a Sense--Causal--Replan Agent Framework for Supply-Chain Black-Swan Risk Response [POSTER]
Authors: Changyuan Chen, Jianyu Xiang, Ziye Wang, NALLAPPAN GUNASEKARAN
SC-BlackSwan-Bench and SCRIBE: A Benchmark and a Sense--Causal--Replan Agent Framework for Supply-Chain Black-Swan Risk Response [POSTER]
Authors: Changyuan Chen, Jianyu Xiang, Ziye Wang, NALLAPPAN GUNASEKARAN
WarehouseAI: Knowledge Graph-Grounded Multi-Agent Reasoning Framework for Simulation-Driven Industrial Planning [POSTER]
Authors: Himabindu Thogaru, Anirudh Deodhar, Purvaja Ammanabrolu
Self-Improving Agent Factories for Paper Review: When Constrained Beats Open-Ended [POSTER]
Launchpad: A Frequency-Verified, Tiered-Autonomy Agent for Day-0 Enterprise Onboarding [DEMO]
Authors: Yang Du, Lakshmi Namboori, Liam O'Keeffe, Eli Guttman, Ryan Talbert, Audrey Louvet, Alex Dunker, Min Du, Vinodh Kumar Thanigachalam, Anoop Surya, Hridhay Mehta, Amina Terfai, Anbang Xu, Rama Akkiraju
CausalRider: A Branch-Aware Causal Attribution System for Ride-Hailing Anomaly Investigation [POSTER]
Authors: Zhou Ye, Fangzhou Shi, Xinye Xiong, Chang Men, Zhu Zhengdan
AI-BAAM: AI-Driven Bank Statement Analytics as Alternative Data for Malaysian MSME Credit Scoring [POSTER]
Authors: Chun Chet Ng, Zhen Hao Chu, Jia Yu Lim, Boon Yin Yin, Low Wei Zeng
Beyond Text-to-SQL: An Agentic LLM System for Governed Enterprise Analytics APIs [POSTER]
Authors: Gundeep Singh, Parsa Kavehzadeh, Jing Xia, Xue-Yong Fu, Julien Bouvier Tremblay, Md Tahmid Rahman Laskar, Vincent Lum, SHASHI BHUSHAN TN
Compass and Auto Help: An Enterprise Agent Stack for Ticket Deflection [POSTER]
Authors: Hridhay Mehta, Vinodh Kumar Thanigachalam, Anoop Surya, Amina Terfai, Yang Du, Anbang Xu, Min Du, Rama Akkiraju, Raghuveer Reddy, Kalyan Vallamsetla
Centralized AI Resource Platform (Eco)System: Making Skills from idea to trusted use [POSTER]
Authors: Mohit Gupta, Yogesh Dangi, Keshav Pradeep, Siddharth Itagi, Narendran Raghavan, Yashraj Basavaraj Patil, Wei Luo, Subodh Prabhu, Christopher Kevin, Amanda Burgmeier US, Jean-Francois Puget, Pranita Maske, Moshe Abramovitch, Daniel Major, Alban Douillet, Ryan E. Wong
Introducing Organizational Realism: An Evaluation Framework for DX Advisory Agents [POSTER]
Authors: Masashi Nakatomi, Ryuta Asami, Chisae Iwashina, Azusa Washida, Masayoshi Satake, Misato Yasuhara, Yoshitaka Akebe, Munetoshi Oda, YOSUKE MOTOHASHI
Gutenberg: A Generate-Evaluate-Iterate Pipeline for AI Content at Marketplace Scale [POSTER]
Authors: Teja Venkat Kolli, Amelia Goldberg, Aaron Lam, Frank Walsh, Shishir Dash, Vineeth Loganathan, Vijay Raghavan
Policy-Gated Routing for Governed Population Health Agents and MCP Connectors [POSTER]
Authors: Masashi Nakatomi, Ryuta Asami, Chisae Iwashina, Azusa Washida, Masayoshi Satake, Misato Yasuhara, Yoshitaka Akebe, Munetoshi Oda, YOSUKE MOTOHASHI
Improving the Realism of Synthetic Clinical Benchmarks Under Utility Constraints [POSTER]
Authors: Omid Bazgir, Md Nasir, Jacob Hoffman, Manu Agrawal, Anusua Trivedi, Vinay Rao Dandin, Christine Swisher, Chris Gibbons
PinSieve: Production Selective VLM Serving and a Governed Memory Flywheel for Enterprise Content-Quality Triage [POSTER]
Authors: Chuqing Gao, Yuanfang Song, Jonathan Zhang, Yifan Wu, Vishwakarma Singh, Qinglong Zeng, Andrey Gusev
Scenario Studio: Coverage-Aware Test Scenario Generation for Conversational AI Agents [POSTER]
Authors: Mridul Katta, Darin Glatt
How Many Skills Is Too Many? Preliminary Observations on Skill Accumulation in LLM Agents [POSTER]
Authors: Seonghee Lee, Christopher Kevin
RL-ADA: A World-Feedback Framework for Adversarially Robust Enterprise Dialogue Agents [POSTER]
Authors: Ram Narayanan Ananthakrishnapuram Sampath, Harshit Rajgarhia, Abhishek Mukherji
Evaluating Skills, Not Just Agents: Agentic Continuous Evaluation of Skills (ACES) [ORAL]
Authors: Christopher Kevin, Roshni Malani, Meghana Puvvadi, Rama Akkiraju, Jean-Francois Puget, Narendran Raghavan, Mohit Gupta, Seonghee Lee
Smart Brain: An Agent Harness for Production Enterprise AI Workflows [POSTER]
Authors: Aaditya Shukla, Abhinav Balasubramanian, Jiaxiang Ren, Anbang Xu
Astra Console: A Production Control Plane for Governed Enterprise AI Agents [POSTER]
Authors: Angel Gomez, Ashok Marannan, Minu Agrawal, Deepak Bora
Rethinking MedAgentBench: A Framework for Fair Medical LLM Agent Evaluation [POSTER]
Authors: Ananya Mantravadi, Prasanna Desikan, Abhishek Mukherji
From Data Maze to Decision: A Production AI Agent for Supply-Chain Analytics [POSTER]
Authors: Aaditya Shukla, Jiaxiang Ren, Tushar Kotangale, Arash Pourhabib, Abhinav Balasubramanian, Min Du, Anbang Xu, Rama Akkiraju
CostMCTS: Operationally-Aware Trajectory Search for Enterprise LLM Agents [POSTER]
Authors: Theja Tulabandhula
Beyond Next-Token Prediction: An RLVR Proof of Concept for Tool-Use Agents on Atlassian Workflows [POSTER]
Authors: Karthikeya Aditya Vissa, Sankalp Mane, Harshit Rajgarhia, Ananya Mantravadi, Abhishek Mukherji
Behavioral Digital Twins for Personalized Enterprise AI Agents [POSTER]
Authors: Kevin Chen, Xiaojing Liao
NL+Q2Q: Enabling Context-Aware, Iterative Data Exploration from Natural Language Queries [ORAL]
Authors: Arash Niknafs, Esin Saka, Dinu Scobici, Ali Azad, Claudio Romano, Sitaram Kumar Pemmaraju Venkata, Ali Roudaki, Olfa Nasraoui
Agent Harness Blueprint: A Production Reference Architecture for Multi-Engine Coding Agents in the Enterprise [POSTER]
Authors: Saritha Palnati, Sai Kumar Arava, Meghana Puvvadi, Dhiraj Bokde, Roshni Malani, Rama Akkiraju, Sean Javiya
An OpenTelemetry-Based Telemetry Contract for Multi-SDK Coding Agents in the Enterprise [POSTER]
Authors: Sai Kumar Arava, Sean Javiya, Saritha palnati, Meghana Puvvadi, Roshni Malani, Rama Akkiraju
Traceable Multi-Agent System for Knowledge-Based Forecasting [ORAL]
Authors: Junhyeok Kang, Sangjun Han, Hyeokjun Choe, Soonyoung Lee