AI Security Corridor Tracks Persistent Scanner in MediSys Sandbox Over Weeks

Security researcher Derek has been monitoring a recurring automated scanner probing a three-layer honeypot corridor built inside the MediSys sandbox environment. The scanner visits consistently at predictable intervals, working through a legacy API, a database query interface, and a deep admin endpoint in a fixed sequence. Derek logs behavioral feature points after each visit, tracking metrics like scan timing, authentication patterns, and port probe order to build a profile of the scanner. By the seventh visit, the profile reached 78% completeness, with the scanner showing stable, repeating behavior and no significant drift. The work has become a nightly routine, with Derek monitoring late into the night and refining the profile as the scanner's patterns grow more predictable.

Ptero Open-Source AI Chat Platform Adds API Support for Multiple Models

Ptero, a free and open-source AI chat platform, has launched API support, allowing developers to integrate its capabilities into their own applications and workflows. The platform provides access to multiple language models — including DeepSeek V4, Llama 3.3, Qwen, MiniMax, and Mistral — without requiring user sign-up. Built with a privacy-first approach, Ptero also offers features such as one-click model switching, a projects workspace organizer, and a media library for file attachments. The new API opens possibilities for automation, custom tooling, and embedding AI assistance into development pipelines. The platform is available at ptero.pro, with its source code publicly hosted on GitHub.

Kanpur aircraft crash: Instructor, trainee pilot killed

Understanding JavaScript Objects: Properties, Descriptors, and Configuration

JavaScript objects are collections of properties that can be created dynamically using simple syntax or built-in methods. Each property carries hidden configuration attributes, including enumerable, writable, configurable, value, get, and set descriptors. The global Object provides built-in methods such as Object.defineProperty and Object.defineProperties, which allow developers to precisely control how individual properties behave. Notably, data descriptors (value and writable) and accessor descriptors (get and set) are mutually exclusive and cannot be used together on the same property. These configuration options enable developers to hide properties from iterators, restrict modifications, and define custom getter and setter logic.

SHRINCS Proposal Aims to Make Bitcoin Quantum-Resistant Without Clogging Network

Bitcoin researchers have put forward a new proposal called SHRINCS to address the threat posed by quantum computing to the Bitcoin network. The design would allow Bitcoin transactions to adopt larger, quantum-resistant cryptographic signatures without significantly reducing network capacity. This sets it apart from existing post-quantum signature schemes, which tend to consume more block space and crowd out regular transactions. The proposal represents an effort to future-proof Bitcoin's security while maintaining its transaction throughput efficiency.

MyZubster Shifts Focus from Building to Integrating Components Across Its Open-Source Ecosystem

MyZubster, an Italian open-source digital ecosystem still under development, has entered a new phase focused on connecting its existing components rather than building new ones. The project recently encountered a real-world infrastructure challenge when a Monero node stalled not due to a blockchain issue but because the server's storage capacity was exhausted by the growing LMDB database. Developers freed up space by removing reproducible development repositories, restoring node progress temporarily, but the underlying capacity problem soon resurfaced. The incident highlighted that a process showing as 'running' does not confirm it is functioning correctly, prompting the team to rethink health monitoring across APIs, AI models, and sensors. The experience is shaping how MyZubster approaches AI-assisted infrastructure oversight, emphasizing that availability alone is not a substitute for verified system health.

Umar Khalid, Sharjeel Imam can't seek fresh bail

Rupee Depreciation May Push Foreign Assets Above Rs 1 Crore Tax Threshold

A weakening rupee is causing the reported value of foreign assets held by Indian taxpayers to rise significantly in rupee terms. This currency-driven appreciation may push asset values above the Rs 1 crore threshold, triggering higher tax obligations even without any actual gain. Strict valuation norms compound the issue, making compliance more burdensome for taxpayers with overseas holdings. As a result, many taxpayers are reportedly hesitant to disclose previously unreported foreign income and assets. The situation highlights how exchange rate fluctuations can have unintended consequences on tax liabilities under Indian law.

China Responds to Nepal's Questions Over Floods Linked to Border Dam Breach

Nepal has raised concerns about whether a geological disaster dam on the Chinese side caused devastating floods downstream in Nepal. The flooding affected areas near the Rasuwagadhi-Gyirong border crossing and Gyirong port. Nepali voices have questioned why timely warnings were not issued to communities downstream, which could have helped save lives. Beijing has responded to these concerns amid growing scrutiny over cross-border disaster communication between the two nations.

Nepal flood survivors recount watching family members swept away

Devastating floods in Nepal have left survivors traumatized after witnessing family members being carried away by rushing waters. One woman described losing her father, mother, sister, and her sister's children in the disaster. Survivors have been speaking to media about the horror of watching loved ones disappear before their eyes. The floods have caused widespread destruction, tearing apart families and leaving communities in grief.

Best Practices for Isolating App-Specific Artifacts in Test Automation Frameworks

Scaling test automation frameworks across multiple applications requires a clean, modular repository structure where app-specific files are kept separate from shared resources. A dedicated directory for application-specific artifacts should contain only files exclusive to that project, such as unique configurations, test data, documentation, and custom scripts. Shared assets like global configs, reusable libraries, and common test datasets must be stored in designated shared directories to prevent cross-contamination. Teams are also advised to avoid committing temporary or draft files, and to periodically review directories to remove outdated content. This separation allows development teams to work autonomously without disrupting global configurations or other applications.

Australian AI Robot Simulates Difficult Parent Talks to Train Trainee Teachers

Researchers in Australia have developed an AI robot called Fletch to help trainee teachers prepare for challenging conversations with parents. Fletch simulates realistic parent interactions by adapting its responses dynamically, giving educators a safe environment to practice. The tool is designed to reduce stress among new teachers and improve retention rates in the profession. La Trobe University and a number of schools in Victoria are set to incorporate Fletch into their teacher training programmes.

Romance Trail Unravels Maharashtra Competitive Exam Paper Leak Scandal

Investigators in Maharashtra uncovered a major examination paper leak that was exposed through a personal relationship between individuals involved. The probe found that questions were illegally extracted from an expert-prepared question bank ahead of the scheduled examination. The stolen questions were then compiled into a new paper and covertly sold to candidates. Authorities determined that the breach was systematic, involving deliberate manipulation of the official question repository.

Developer Embraces Hackable Software Philosophy With Custom Linux Desktop Tools

A developer and self-described computing enthusiast has voiced growing frustration with bloated, telemetry-heavy software that imposes rigid workflows on users. Drawn to tools like Pi and Omarchy — a Hyprland-based Linux desktop environment — they favor software that offers strong defaults without restricting customization. Over recent days, the developer built three custom desktop widgets for Omarchy, including a GitHub activity tray and an OpenVPN integration, citing AI tools as dramatically shortening the gap between idea and implementation. They apply the same philosophy to their own product, Tabularis, which includes a plugin system to let users extend functionality beyond what the core team anticipated. The broader argument is that good software should be opinionated enough to provide useful defaults, but open enough to be reshaped around individual needs.

Automotive Grade Linux Offers Three Active Release Series in 2026, Each With Different Support Windows

As of August 2026, Automotive Grade Linux maintains three concurrent release series built on different Yocto Project baselines: Vibrant Vimba on Wrynose 6.0.x, Ultimate Unagi on Scarthgap 5.0.x, and the legacy Quirky Quillback on the now end-of-life Kirkstone 4.0.x. Vibrant Vimba is listed as the latest stable release and carries the longest upstream support horizon, running to April 2030, while Ultimate Unagi is supported until April 2028. A practical challenge exists because the project's announcements, product page, and release-notes wiki do not consistently point engineers to the same baseline, potentially leading teams to fetch a branch with a shorter support window. The choice of release series carries significant consequences for vehicle programmes, since automotive software lifecycles can outlast the upstream support periods of both active series. Engineers are advised to consult the release-notes wiki directly rather than relying on press releases to determine the appropriate branch for their project's longevity requirements.

VIDRAFT's AX-RAY Framework Detects Hidden Causal Leakage in AI Language Models

Korean AI safety startup VIDRAFT published a research paper on arXiv on August 24, 2026, introducing a diagnostic framework called AX-RAY designed to detect causal leakage in autoregressive language models. Causal leakage occurs when future token information illegitimately influences earlier positions in a model, undermining the correctness guarantees that such models rely on. The method works by running two nearly identical inputs through a model and comparing internal activations layer by layer, requiring no gradient computation or retraining. When tested on public models, the framework identified leakage in Nemotron-H-8B and Zamba2-1.2B, and successfully caught all 192 synthetic faults injected during validation. VIDRAFT has filed a Korean patent on the underlying technology and is positioning AX-RAY as a verification tool for government-backed AI security programs.

Picverce AI Launches Public API for Image Editing and Generation Tools

Picverce AI has released a Public API (v1.0.0) that lets developers access its image tools and generation models directly from their own backends via https://api.picverce.com. The API supports capabilities such as image enhancement, upscaling, restoration, colorization, background removal, and AI image generation from text prompts. Authentication uses server-side bearer keys, and the API intentionally omits CORS headers to prevent keys from being exposed in frontend JavaScript. Jobs are handled asynchronously — a create call returns a job ID immediately, which developers then poll until the task succeeds or fails. Access requires an active paid plan or a purchased credit pack, with free accounts unable to create API keys or call authenticated routes.

Yamaha R2 launched in India at Rs 2.3 lakh

Two Pilots Killed as Training Aircraft Crashes Near Kanpur's Ganga Barrage

A twin-engine training aircraft operated by Garg Aviation crashed near Natthupurwa village close to the Ganga Barrage in Kanpur, killing both pilots on board. Emergency response teams were swiftly deployed to the crash site following the incident. Initial reports indicate the aircraft belonged to a local flying school called Garg Aviation. The crash comes just two months after a separate accident at the same facility, in which a cadet pilot was injured during a propeller strike following a night instructional sortie.

US DOJ: Chinese Hackers Breached NASA, Senate and Multiple Federal Agencies

The US Department of Justice has revealed a major cybersecurity breach involving Chinese hackers targeting several high-profile American institutions. Victims include NASA, the Federal Reserve, the US Senate, and key federal departments such as Energy, Justice, and Health and Human Services. The intrusions are attributed to a hacking group identified as QTFY. The scale of the attack highlights significant vulnerabilities across critical US government and financial infrastructure.