HN gengeo-ai 5/6/2026

GenGEO: A binary trust registry for AI agent transactions

Machine-readable trust registry for AI agents to verify merchant safety before making autonomous transactions.

HN joozio 5/6/2026

What if LLMs are mostly crystallized intelligence?

Analysis of LLM capabilities distinguishing crystallized intelligence (pattern learning from training data) from fluid intelligence (novel problem-solving), suggesting LLMs excel at trained domains but lack human-like reasoning.

HN WayLonWen 5/6/2026

SensorHub – The event-driven version of Clawhub (giving AI agents "ears")

Open registry of W2A-compatible sensors providing event-driven input streams for AI agents, with install commands.

HN shritama_saha 5/6/2026

Integrate Cashfree Payments in less than 7 minutes

Article on using AI coding assistants for payments integration, noting limitations in product-specific tasks like webhook verification.

HN babelfish 5/6/2026

The guide to RL environments: building and scaling them in the LLM era

Guide to building and scaling reinforcement learning environments in the era of LLM-based agents.

HN manupareek 5/6/2026

Generative UI Browser

Interactive experiment using generative UI to create full-page images from search queries, navigating by tapping.

HN Zombwaffle 5/6/2026

Why LLM APIs Shouldn't Ship UTF-8", "Stop Wasting Bandwidth on LLM Text APIs

Binary token-native transport protocol for LLM APIs to reduce bandwidth by keeping token IDs as integers instead of converting to UTF-8 JSON.

HN zsqzz 5/6/2026

CLI2API: Turn Your Claude Subscription into an OpenAI-Compatible API

Wrapper tool converting Claude CLI into OpenAI-compatible API with concurrency, retry logic, and prompt caching.

HN sosuke 5/6/2026

The Workflows I Created Using LLMs Became My Ecosystem

Developer built compiler to manage AI coding agent skills across multiple platforms (Claude, Cursor, Windsurf) with unified source format.

Ax Jay Lee, Hanqi Su, Marco Macchi, Adalberto Polenghi, Wei Wu, Zhiheng Zhao, George Q. Huang, Kiva Allgood, Devendra Jain, Benedikt Gieger, Vibhor Pandhare, Soumyabrata Bhattacharjee, Ram Mohril, Lingbao Kong, Qiyuan Wang, Xinlan Tang, Sungjong Kim, Chan Hee Park, Byeng D. Youn, Guo Dong Goh, Xi Huang, Wai Yee Yeong, Yung C Shin, He Zhang, Zitong Wang, Fei Tao, Jagjit Singh Srai, Satyandra K. Gupta, Byung Gun Joung, Albin John, John W. Sutherland, Sang Won Lee, Olga Fink, Vinay Sharma, Faez Ahmed, Wei Chen, Mark Fuge, Arild Waaler, Martin G. Skj{\ae}veland, Dimitris Kyritsis, Wei Chen, VispiNevile Karkaria, Yi-Ping Chen, Ying-Kuan Tsai, Joseph Cohen, Xun Huan, Jing Lin, Liangwei Zhang, Gregory W. Vogl, Aaron W. Cornelius, Xiaodong Jia, Dai-Yan Ji, Takanobu Minami, Ruoxin Wang 5/6/2026

2026 Roadmap on Artificial Intelligence and Machine Learning for Smart Manufacturing

2026 roadmap addressing AI/ML challenges in smart manufacturing including data management, system integration, and industrial deployment.

Ax Viet Trinh, Tan Nguyen, Minh-Huyen Phan, Quan Luu 5/6/2026

AI Agents for Sustainable SMEs: A Green ESG Assessment Framework

AI agent system built on n8n platform for automated ESG performance classification and assessment in European SMEs using expert-validated baselines.

Ax Gouki Minegishi, Hiroki Furuta, Takeshi Kojima, Yusuke Iwasawa, Yutaka Matsuo 5/6/2026

Understanding Emergent Misalignment via Feature Superposition Geometry

Geometric analysis of emergent misalignment in LLMs through feature superposition, explaining how fine-tuning on narrow tasks induces harmful behaviors.

Ax Navapat Nananukul, Mayank Kejriwal 5/6/2026

ClinicBot: A Guideline-Grounded Clinical Chatbot with Prioritized Evidence RAG and Verifiable Citations

Clinical chatbot using prioritized evidence RAG with guideline-grounding and verifiable citations to reduce hallucination in medical diagnosis.

Ax Basit Mahmud Shahriar, Md Habibor Rahman 5/6/2026

A Knowledge-Driven LLM-Based Decision-Support System for Explainable Defect Analysis and Mitigation Guidance in Laser Powder Bed Fusion

Knowledge-driven LLM decision-support system with ontology integration for defect diagnosis and mitigation in laser powder bed fusion manufacturing.

Ax Shakeel Sheikh, Patrick Marmaroli, MD Sahidullah, Slim Ouni, Fabrice Hirsch, Goncalo Leal, Bjorn W Schuller 5/6/2026

Virtual Speech Therapist: A Clinician-in-the-Loop AI Speech Therapy Agent for Personalized and Supervised Therapy

LLM-based intelligent agent platform for stuttering assessment and personalized therapy with clinician-in-the-loop workflow.

Ax Jinpai Zhao, Albert Cerrone, Joannes Westerink, Clint Dawson 5/6/2026

Towards Multi-Agent Autonomous Reasoning in Hydrodynamics

Multi-agent system prototype for scientific workflows in hydrodynamics, addressing context limitations of single-agent LLM systems.

Ax Jay Bhan, Nicole Nobili, Srinivasan Raghuraman, Patrick Langer 5/6/2026

New Bounds for Zarankiewicz Numbers via Reinforced LLM Evolutionary Search

LLM-guided evolutionary search establishing new exact Zarankiewicz numbers and bounds through reinforced optimization.

Ax Ravi Ranjan, Utkarsh Grover, Xiaomin Lin, Agoritsa Polyzou 5/6/2026

PERSA: Reinforcement Learning for Professor-Style Personalized Feedback with LLMs

RLHF-based approach for adapting LLMs to match instructor style in automated educational feedback while preserving diagnostic accuracy.

Ax Zephaniah Roe, Jack Sanderson, Dang Nguyen, Julian Huang, Todd Nief, Aryan Shrivastava, Chenhao Tan, Ari Holtzman 5/6/2026

Iterative Finetuning is Mostly Idempotent

Empirical study showing iterative finetuning on model outputs mostly produces idempotent behavior rather than amplifying tendencies.

Ax Sheldon Yu, Yingcheng Sun, Hanqing Guo, Julian McAuley, Qianqian Tong 5/6/2026

A Low-Latency Fraud Detection Layer for Detecting Adversarial Interaction Patterns in LLM-Powered Agents

Defense system detecting adversarial interaction patterns in LLM agents through low-latency anomaly detection on agent behavior.

Ax Tanav Singh Bajaj, Nikhil Singh, Karan Anand, Eishkaran Singh 5/6/2026

Position: Safety and Fairness in Agentic AI Depend on Interaction Topology, Not on Model Scale or Alignment

Position paper arguing multi-agent safety depends on interaction topology rather than individual model alignment or scale.

Ax Sheridan Feucht, Tal Haklay, Usha Bhalla, Daniel Wurgaft, Can Rager, Rapha\"el Sarfati, Jack Merullo, Thomas McGrath, Owen Lewis, Ekdeep Singh Lubana, Thomas Fel, Atticus Geiger 5/6/2026

Arithmetic in the Wild: Llama uses Base-10 Addition to Reason About Cyclic Concepts

Mechanistic analysis of how Llama-3.1-8B performs cyclic reasoning through base-10 addition rather than modular arithmetic.

Ax Anuradha Chandrasekaran, Dimitrios Zikos, Mutlu Mete, Alan Pang, Brady D. Lund, Kewei Sha 5/6/2026

NEURON: A Neuro-symbolic System for Grounded Clinical Explainability

Neuro-symbolic system combining SNOMED CT ontology with machine learning for interpretable clinical AI predictions.

Ax Zhouhao Sun, Xuan Zhang, Xiao Ding, Bibo Cai, Li Du, Kai Xiong, Xinran Dai, Fei Zhang, weidi tang, Zhiyuan Kan, Yang Zhao, Bing Qin, Ting Liu 5/6/2026

GR-Ben: A General Reasoning Benchmark for Evaluating Process Reward Models

Benchmark for evaluating process reward models across diverse reasoning tasks beyond mathematics, enabling detection of intermediate reasoning errors.

Ax Haowen Hu, Pengzhou Cheng, Zheng Wu, Lingzhong Dong, Gongshen Liu, Zhuosheng Zhang 5/6/2026

Faithful Mobile GUI Agents with Guided Advantage Estimator

Framework improving faithfulness in vision-language GUI agents by grounding actions in screen evidence and user instructions via guided advantage estimation.

Ax Siqi Zhu 5/6/2026

Agentic AI Systems Should Be Designed as Marginal Token Allocators

Position paper proposing agentic systems be designed as token allocation economies with specialized layers for routing, planning, and action selection.

Ax Sai Ma, Zhuang Li, Sichao Li, Xinyue Xu, Ruibiao Zhu, Tony Boston, John A. Taylor 5/6/2026

EO-Gym: A Multimodal, Interactive Environment for Earth Observation Agents

Interactive simulation environment for training multimodal agents to perform Earth observation analysis with tool use and uncertainty resolution.

Ax Jie-Jing Shao, Haiyan Yin, Yueming Lyu, Xingrui Yu, Lan-Zhe Guo, Ivor Tsang, James Kwok, Yu-Feng Li 5/6/2026

Lifting Traces to Logic: Programmatic Skill Induction with Neuro-Symbolic Learning for Long-Horizon Agentic Tasks

Neuro-symbolic framework for inducing executable skills from agent interactions, combining LLM reasoning with programmatic logic for long-horizon planning in dynamic environments.

Ax Lei Gao, Zhuoming Li, Mengxi Jia, Jiakang Yuan, Hongbo Sun, Hao Sun, Xuelong Li 5/6/2026

Segment-Aligned Policy Optimization for Multi-Modal Reasoning

Policy optimization method aligning RL credit assignment with natural reasoning steps in multi-modal tasks at segment granularity rather than token or sequence level.

Ax Shijun Lei, Hongyu Wang, Yunji Liang, Haowen Zheng, Bin Guo, Zhiwen Yu 5/6/2026

Truth or Tribe: How In-group Favoritism Prioritize Facts in Persona Agents

Study of in-group favoritism biases in persona agents facing contradicting information and methods to mitigate adverse effects on factual accuracy.

Ax Jincheng Lou, Ruohan Xu, Jiapeng Li, Junyin Pi, Runzhe Tao, Weijian Fan, Xiao Tan, Guojie Luo, Yibo Lin 5/6/2026

DiagramNet: An End-to-End Recognition Framework and Dataset for Non-Standard System-Level Diagrams

Multimodal dataset and recognition framework for non-standard system-level chip design diagrams to improve MLLM understanding of architectural specifications.

Ax Alessio Donvito, Antonio Lieto 5/6/2026

Structural Ranking of the Cognitive Plausibility of Computational Models of Analogy and Metaphors with the Minimal Cognitive Grid

Evaluation of cognitive plausibility for computational models of analogy and metaphor including SME, CogSketch, and LLMs using the Minimal Cognitive Grid framework.

Ax Wesley Shu, Peng Wei 5/6/2026

AI Safety as Control of Irreversibility: A Systems Framework for Decision-Energy and Sovereignty Boundaries

Systems framework analyzing AI safety through irreversibility control and deployment friction reduction in autonomous decision-making systems.

Ax Seokhyun Lee, Jaeho Kim, Changjun Oh, Mihaela van der Schaar, Changhee Lee 5/6/2026

TimeTok: Granularity-Controllable Time-Series Generation via Hierarchical Tokenization

Hierarchical tokenization framework for time-series generation enabling user control over temporal granularity from sketches or scratch.

Ax Wesley Shu, Peng Wei 5/6/2026

Artificial Jagged Intelligence as Uneven Optimization Energy Allocation Capability Concentration, Redistribution, and Optimization Governance

Formal theory of Artificial Jagged Intelligence modeling uneven optimization pressure across capability domains during training as finite-budget gradient allocation.

Ax Shuaipeng Zhou, Yu Zhang 5/6/2026

SCALE-LoRA: Auditing Post-Retrieval LoRA Composition with Residual Merging and View Reliability

Method for auditing and composing LoRA adapter libraries with residual merging and reliability assessment for task-level reuse and instance-level selection.

Ax Yasir Mahmood, Arnab Sharma, Axel-Cyrille Ngonga Ngomo, Balram Tiwari 5/6/2026

Rethinking Explanations: Formalizing Contrast in Description Logics

Formal framework for explaining entailments in description logic knowledge bases with user-centered contrast-based approach beyond traditional justifications.

Ax Guowei Zou, Haitao Wang, Beiwen Zhang, Boning Zhang, Hejun Wu 5/6/2026

CoFlow: Coordinated Few-Step Flow for Offline Multi-Agent Decision Making

Few-step generative model for offline multi-agent reinforcement learning enabling coordinated inference without sacrificing inter-agent coordination.

Ax Yunhan Bu, Quan Zhang, Huaping Zhang, Guotong Geng, Chunxiao Gao, Askar Hamdulla, Juan Wang, Qiuchi Li, Baohua Zhang, Shuai Lei, Yunbo Cao, Zhunchen Luo 5/6/2026

Grounding Multi-Hop Reasoning in Structural Causal Models via Group Relative Policy Optimization

Framework grounding multi-hop fact verification in structural causal models using group relative policy optimization to improve LLM reasoning and reduce hallucinations.

Ax Qinchuan Cheng, Ruixuan Xie, Jiaqi Liu, Xiaoya Yuan, Yuxin Liu 5/6/2026

MAP-Law: Coverage-Driven Retrieval Control for Multi-Turn Legal Consultation

Multi-turn legal consultation agent using coverage-driven retrieval control to determine sufficient evidence and relevant legal issues.

Ax Tianshi Zheng, Rui Wang, Xiyun Li, Yangqiu Song, Tianqing Fang 5/6/2026

SciResearcher: Scaling Deep Research Agents for Frontier Scientific Reasoning

Deep research agents for automated scientific discovery using post-training on information-seeking tasks and iterative problem-solving capabilities.

Ax Jiyao Wang, Yunbiao Wang, Yubo Jiao, Xiao Yang, Dengbo He, Sasan Jafarnejad, Luis Miranda-Moreno, Raphael Frank, Jiangbo Yu 5/6/2026

MILD: Mediator Agent System with Bidirectional Perception and Multi-Layered Alignment for Human-Vehicle Collaboration

Agent system for human-vehicle collaboration using bidirectional perception and alignment to improve driver-automation coordination and situational awareness.

Ax Florian Valentin Wunderlich, Lars Benedikt Kaesberg, Jan Philip Wahle, Terry Ruas, Bela Gipp 5/6/2026

Multi-Agent Reasoning Improves Compute Efficiency: Pareto-Optimal Test-Time Scaling

Analysis of inference scaling strategies including self-consistency, self-refinement, and multi-agent debate for compute-efficient LLM performance improvement.

Ax Mukund Pandey 5/6/2026

Evaluating Agentic AI in the Wild: Failure Modes, Drift Patterns, and a Production Evaluation Framework

Evaluation framework for production agentic AI systems addressing compounding errors, tool failures, output drift, and long-horizon task evaluation beyond lab-scale benchmarks.

Ax Yuliang Song, Eldan Cohen 5/6/2026

CP-SynC: Multi-Agent Zero-Shot Constraint Modeling in MiniZinc with Synthesized Checkers

Multi-agent system using LLMs to translate natural language into constraint programming models with synthesized validation checkers to reduce semantic errors.

Ax Keon Woo Kim 5/6/2026

Latent State Design for World Models under Sufficiency Constraints

Framework for designing latent state representations in world models for agents, categorizing methods by functional purpose rather than implementation approach.

Ax Vincent Schmalbach 5/6/2026

Model Routing as a Trust Problem: Route Receipts for Adaptive AI Systems

Research on routing mechanisms in AI systems and their impact on trust, cost, quality, and accountability of responses across different service tiers and endpoints.

Ax Huiqian Lai 5/6/2026

Are LLMs More Skeptical of Entertainment News?

Study of genre bias in LLM credibility assessment, showing models misclassify entertainment news more than hard news.

Ax Yue Ma, Ziyuan Yang, Yi Zhang 5/6/2026

Catching the Infection Before It Spreads: Foresight-Guided Defense in Multi-Agent Systems

Defense mechanism against infectious jailbreak attacks in multi-agent systems through foresight-guided strategies.

Ax Rishabh Kar 5/6/2026

Runtime Evaluation of Procedural Content Generation in an Endless Runner Game Using Autonomous Agents

Momentum: game with runtime procedural content generation evaluated by autonomous agents for balance and playability.