United States

NT 10-K Late Filing Notification - BYRN Inc.

BYRN Inc. filed Form 12b-25 with the SEC notifying of its inability to file Form 10-K for the fiscal year ended December 31, 2025 by the prescribed deadline. The company states it was unable to compile the necessary financial information required to complete the annual filing without unreasonable effort or expense. The notification invokes Rule 12b-25 to obtain an automatic extension period.

Healthcare Triangle NT 10-K late filing notice

Healthcare Triangle NT 10-K late filing notice

WideField Security identity posture management patent granted

USPTO granted patent US12592943B2 to WideField Security Inc. covering methods for stitching meta sessions with underlying trails fragmented across distributed sessions. The patent includes 20 claims and covers identity posture management technology using telemetry signal correlation and security policy enforcement. Filing date was September 17, 2024.

Amazon patent detects abnormal network activity using traffic analysis

USPTO granted Amazon Technologies, Inc. Patent US12592946B1 covering methods for dynamically detecting abnormal network activity through traffic analysis. The system extracts key features from monitored network traffic, aggregates data by dimension (such as region), generates statistical distributions, and applies thresholds to identify anomalous behavior that may indicate malicious activity.

Palo Alto Networks two-layer ML malware detector

USPTO granted Palo Alto Networks patent US12592948B2 for a two-layer machine learning malware detection system that classifies network traffic across multiple protocols. The invention correlates network sessions by source indicators and uses protocol-specific first-layer classifiers to improve cross-protocol malware detection accuracy. The patent contains 25 claims covering the ML architecture, classification methods, and system configurations.

Methods and apparatuses for detecting and localizing faults using machine learning models

USPTO granted patent US12592953B2 to Telefonaktiebolaget LM Ericsson for methods of detecting and localizing network faults using machine learning models. The patent covers pre-processing procedure-level time series data across multiple network nodes for training ML anomaly detection models. The patent contains 17 claims and was filed August 1, 2022.

Neural Network Intrusion Detection System Patent Grant

The USPTO granted Bank of America Corporation Patent US12592955B2 for a neural network-based network intrusion detection system. The system intercepts and analyzes network requests, grouping suspicious requests by geolocation, evaluates request rates against thresholds, and uses neural networks to classify malicious activity. The patent, with 20 claims, was filed September 22, 2023.

Flexible Deterministic Finite Automata (DFA) Tokenizer for AI-Based Malicious Traffic Detection

The USPTO granted Intel Corporation Patent US12592958B2 for a flexible DFA tokenizer system that enables AI-based malicious traffic detection. The system uses deterministic finite automata to convert input strings into token sequences, extracts features, and classifies network traffic as benign or malicious using machine learning models. The patent includes 20 claims and names 8 inventors.

Netskope patent detects malicious C2 cloud traffic, blocks malware

The USPTO granted Patent US12592959B2 to Netskope, Inc. on March 31, 2026. The patent covers technology for detecting and blocking malicious command and control (C2) cloud traffic by using a network security system that reroutes cloud traffic, analyzes incoming requests, identifies malicious resources, and prevents transmission to those resources while maintaining availability of legitimate resources.

Token-Based Carbon Credit Trading System

USPTO granted patent US12591896B2 to Sanjeewa Widyaratne, Dominik Widyaratne, and Lorenzo Widyaratne for a token-based carbon credit trading system. The system tracks vehicle distances via communication networks, generates carbon credits based on the distance data, and associates credits with user accounts for trading. The patent (24 claims, Application No. 18291481) was filed July 25, 2022.