Polygraf AI Announces Core AI Patent and Sweeps Major Cybersecurity Awards at RSAC 2026 - Business Wire
Polygraf AI Announces Core AI Patent and Sweeps Major Cybersecurity Awards at RSAC 2026 Business Wire
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ROSClaw: A Hierarchical Semantic-Physical Framework for Heterogeneous Multi-Agent Collaboration
arXiv:2604.04664v1 Announce Type: cross Abstract: The integration of large language models (LLMs) with embodied agents has improved high-level reasoning capabilities; however, a critical gap remains between semantic understanding and physical execution. While vision-language-action (VLA) and vision-language-navigation (VLN) systems enable robots to perform manipulation and navigation tasks from natural language instructions, they still struggle with long-horizon sequential and temporally structured tasks. Existing frameworks typically adopt modular pipelines for data collection, skill training, and policy deployment, resulting in high costs in experimental validation and policy optimization. To address these limitations, we propose ROSClaw, an agent framework for heterogeneous robots that
Modelling and Analysis of Supply Chains using Product Time Petri Nets
arXiv:2604.04544v1 Announce Type: cross Abstract: Supply chains involve geographically distributed manufacturing and assembly sites that must be coordinated under strict timing and resource constraints. While many existing approaches rely on Colored Petri Nets to model material flows, this work focuses on the temporal feasibility of supply chain processes. We propose a modular modelling approach based on Product Time Petri Nets (PTPNs), where each subsystem is represented independently and the global behaviour emerges through synchronised transition labels. A key feature of the model is the explicit representation of the supply chain manager as a critical shared and mobile resource, whose availability directly impacts system feasibility. We analyse how timing constraints and managerial cap
AI Agents Under EU Law
arXiv:2604.04604v1 Announce Type: cross Abstract: AI agents - i.e. AI systems that autonomously plan, invoke external tools, and execute multi-step action chains with reduced human involvement - are being deployed at scale across enterprise functions ranging from customer service and recruitment to clinical decision support and critical infrastructure management. The EU AI Act (Regulation 2024/1689) regulates these systems through a risk-based framework, but it does not operate in isolation: providers face simultaneous obligations under the GDPR, the Cyber Resilience Act, the Digital Services Act, the Data Act, the Data Governance Act, sector-specific legislation, the NIS2 Directive, and the revised Product Liability Directive. This paper provides the first systematic regulatory mapping fo
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Memory Intelligence Agent
arXiv:2604.04503v1 Announce Type: cross Abstract: Deep research agents (DRAs) integrate LLM reasoning with external tools. Memory systems enable DRAs to leverage historical experiences, which are essential for efficient reasoning and autonomous evolution. Existing methods rely on retrieving similar trajectories from memory to aid reasoning, while suffering from key limitations of ineffective memory evolution and increasing storage and retrieval costs. To address these problems, we propose a novel Memory Intelligence Agent (MIA) framework, consisting of a Manager-Planner-Executor architecture. Memory Manager is a non-parametric memory system that can store compressed historical search trajectories. Planner is a parametric memory agent that can produce search plans for questions. Executor is
The JWT Refresh Race Condition Nobody Talks About (And How I Fixed It)
The Bug That Kept Logging Me Out I was building a PWA with a custom Node.js backend and Supabase auth. Everything worked fine — until users (me) kept getting randomly logged out for no obvious reason. No errors. No warnings. Just suddenly back at the login screen. What Was Actually Happening Most JWT auth setups use two refresh strategies: Proactive — a timer fires ~1 minute before the access token expires and refreshes it silently in the background. Reactive — an Axios interceptor catches 401 errors and refreshes the token when a request fails. The problem: both fired at the same time. Here's the exact sequence: Proactive timer fires → sends refresh token to backend An API call returns 401 simultaneously → interceptor also sends the same refresh token Backend receives two requests with th
How to Automate App Store Submissions with Claude Code Using Blitz MCP
Install the open-source Blitz MCP servers to automate your entire iOS/macOS app submission workflow through Claude Code commands. How to Automate App Store Submissions with Claude Code Using Blitz MCP What It Does Blitz is a native macOS app that provides MCP (Model Context Protocol) servers giving Claude Code direct access to App Store Connect APIs. Instead of manually navigating Apple's web interface for app submissions, you can now manage the entire process through Claude Code commands. The open-source MCP servers handle: App metadata management across all locales Build selection and submission for App Store review TestFlight build management , groups, and testers Screenshot upload and organization Review note writing and refinement to increase approval chances Simulator and device mana
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