Developer Builds AI-Assisted Linux Mouse Control Engine Beyond Basic Remapping

A developer initially set out to write a simple Python script to handle mouse DPI switching and button remapping on Linux without relying on two separate tools. While reading raw HID reports during development, they identified a broader gap in how mice are supported on the Linux platform. This led to the creation of a 'discovery engine' that analyzes HID data and behavioral evidence to automatically map out all functional capabilities of a given mouse. AI assistance was used to manage the growing complexity of the project, which expanded well beyond its original scope. The developer has published the project on GitHub and is now seeking testers to validate the software further.

Gambhir tells teen prodigy Sooryavanshi to wait his turn in India squad

India head coach Gautam Gambhir has urged patience for teenage sensation Vaibhav Sooryavanshi, saying established players must perform consistently before new talent gets a chance. Gambhir acknowledged that leaving out Sanju Samson for the England series was one of his tougher calls as a coach. Samson, however, justified the faith shown in him by scoring half-centuries upon his return. Abhishek Sharma also made his mark during the series with a record-breaking innings. The team's decision to retain its World Cup-winning opening combination reflects a preference for stability over experimentation.

Apple iPhone Sales Launch Draws Long Queues Outside India Stores

Apple has officially begun sales of its newly launched iPhone series in India. Customers lined up in long queues outside Apple stores across the country to get their hands on the latest devices. The launch marks a significant retail moment for Apple in the Indian market. The high turnout reflects strong consumer demand for the new iPhone lineup in India.

CyberKit Offers Free, Open-Source Security Utilities That Run Entirely in Your Browser

A developer has launched CyberKit, a browser-based security and network utility suite designed to address privacy and performance shortcomings of existing online tools. The platform processes all inputs locally using native browser APIs such as WebCrypto, ensuring no data is transmitted to external servers. CyberKit includes tools for CVSS v4.0 and v3.1 scoring, JWT inspection, Base64 and URL decoding, cryptographic hashing, and CIDR subnet calculation. Built with React, Vite, and Tailwind CSS, the suite uses lazy loading to minimize bundle size and enable fast tool launches. The project is open-source, requires no account or payment, and is live at cyberkit.tools.

Bitcoin Tops $77,000 While Ether and XRP ETFs Record Third Day of Outflows

Bitcoin surged past $77,000 as broader crypto markets posted gains across major tokens. Despite Ether's price rising, ETFs tied to the token recorded outflows for a third consecutive session. XRP ETFs also saw money exit during the same period. Zcash continued its upward momentum, extending a notable winning streak among altcoins.

Delhi Man Killed by Former Colleague in Gurugram, Body Found in Drain

A Delhi man named Yuvraj was murdered in Gurugram after going to meet a former colleague identified as Vats. Investigators traced his last phone call to the woman, which helped establish the connection between the two. Vats allegedly killed Yuvraj and disposed of his body in a drain. The case came to light following a missing person investigation that led authorities to Gurugram. Police are pursuing the case based on call records and other evidence linking Vats to the crime.

Delhi driver, 73, arrested after car drags parked bike 100 metres on Africa Avenue

A car struck a parked motorcycle on Africa Avenue Road in Delhi and dragged it approximately 100 metres before stopping. The 21-year-old motorcyclist fell off but escaped without serious injuries. Police swiftly apprehended the 73-year-old driver at the scene. Charges were registered against him under relevant sections of the Bharatiya Nyaya Sanhita. Medical examination confirmed the driver had not consumed alcohol at the time of the incident.

CSS Position Property: 5 Types Every Web Developer Should Know

The CSS position property determines how HTML elements are placed and displayed on a webpage. There are five distinct position values available to developers: static, relative, absolute, fixed, and sticky. Each type offers different behavior, from the default static flow to sticky elements that toggle between relative and fixed positioning. Understanding these values is essential for controlling layout and element placement in web design.

Meta Dominates AI Crawling but Sends Zero User-Initiated Traffic, Data Shows

A web developer tracking AI crawler activity on a small WordPress site found that Meta accounted for 52.3% of all AI crawler visits over 30 days ending September 11, more than all other AI companies combined. Of Meta's 6,182 recorded requests, 6,027 came from its training data crawler, while only 155 came from its answer-quality indexer and none from its user-initiated fetcher. By contrast, Perplexity directed 93% of its crawl traffic from live user queries, and OpenAI 21%, meaning those crawlers are more likely to drive actual readers back to the source. Meta does publish documentation for its crawlers and maintains a user-initiated fetcher in principle, but on this site that tool recorded zero activity across the entire month. The author also noted that Meta publishes no IP ranges or reverse-DNS data, making it impossible to independently verify that any of the requests genuinely originated from the company.

Man Kills Alleged Murderer of Sister, Records Confession Video

A man took matters into his own hands by killing the person he believed was responsible for his sister's murder. He then recorded a confession video explaining his actions. In the video, the man stated he had waited for the government to deliver justice but felt no action had been taken. Frustrated by the lack of official response, he decided to seek revenge himself. The case has drawn attention to concerns over delayed justice in the legal system.

Taxman jail defaulters now while recovering tax

How OpenHiggsfield Eliminated Next.js Server Action Bottlenecks for AI Video Generation

OpenHiggsfield, an open-source studio UI for multi-model video and image generation, tackled a core Next.js performance problem where Server Actions are serialized per client connection, causing UI freezes during concurrent AI tasks. The naive approach of firing individual polling actions for each generation job created a request queue that stalled user interactions like form submissions. To fix this, the team built a client-side coalescing engine that pools all active generation job IDs and dispatches a single batched Server Action per interval instead of multiple isolated ones. This single-flight fan-out architecture eliminates queue contention, keeping the UI responsive even while dozens of long-running inference tasks run in parallel. The platform also addresses API schema fragmentation across 38 AI providers — including Kling, ByteDance Seedance, and Black Forest Labs Flux — through a declarative multi-model catalog translation layer that unifies parameter validation and routing.

Ohio's Homestead Metro Park expands nearly ninefold with 333 new conservation acres

Homestead Metro Park in Hilliard, Ohio, is set to grow dramatically with the addition of 333 conservation acres, making it nearly nine times its original size. The land transfer is the result of a partnership between the city of Hilliard and homebuilder M/I Homes. The expansion is expected to bring new trails and improved natural habitats to the area. The enlarged park will be open to visitors following several years of planned development work.

Florida hunger-relief group has packed more than 100 million meals

Anthropic Redesigns Claude Projects as Multi-Session AI Coordinator for Parallel Tasks

Anthropic launched a redesigned version of Claude Projects on September 17, 2026, shifting its core function from a folder-based context organizer to an active task coordinator. The new architecture features a two-tier system: a persistent coordinator that receives high-level goals and distributes work, and multiple independent threads that each run as full Claude Code cloud sessions on separate branches and repo copies. When two threads edit the same code, conflicts are not prevented but deferred and resolved like standard pull requests. The system also introduces shared memory across all threads, allowing Claude to retain project-specific context — such as deployment decisions or team conventions — that cannot be inferred from a codebase alone. A key trade-off noted in the announcement is that parallel threads consume usage limits faster, since each thread counts as a full session.

Athapaththu, Dilhari power Sri Lanka to comfortable win over Malaysia

Sri Lanka defeated Malaysia in a one-sided women's cricket encounter, with captain Chamari Athapaththu and Harshitha Madavi Dilhari providing the batting firepower. The two players muscled Sri Lanka to a commanding total that proved well beyond Malaysia's reach. Malaysia's Nurin Imanina offered the only notable resistance with an impressive bowling spell of 3 for 29. However, Malaysia's batting lineup lacked the firepower to mount a serious challenge against the higher-ranked Sri Lankan side.

Developer Admits StareBrain Lacks the Verification System a User Praised It For

A developer building a tool called StareBrain received a compliment describing it as something that 'forces receipts,' meaning it produces concrete, verifiable proof of actions taken. The developer acknowledged the praise was premature, noting that while the system has architecture for evaluating trust, it lacks the actual evidence-generation machinery to produce checkable artifacts like timestamps or hashes. Recent work has focused on labeling confidence levels and handling unresolvable outcomes, but no receipt format exists yet for most action types. The post also reflected on a broader pattern in build-in-public culture, where confident language often substitutes for actual verification. The developer outlined an honest roadmap, starting with defining a specific, checkable receipt format for each action type the system performs.

Six Proven Techniques to Cut LLM API Costs in Production

Developers running LLM-powered features in production often face API bills far higher than projected, but several concrete strategies can significantly reduce spend. Prompt-prefix caching—reusing static system prompts and few-shot examples across requests—can slash input token costs by 80–90%, especially in RAG pipelines. Routing tasks by complexity, sending simpler jobs like classification to cheaper models and reserving frontier models for reasoning-heavy work, can cut costs by 40–60% with little quality impact. Batch APIs offer roughly 50% savings over synchronous calls for non-urgent workloads, while hard limits on tokens, retries, and session usage prevent runaway agent loops from causing budget spikes. Because model pricing and quality shift rapidly, teams are advised to reassess their cost-optimization setup on a recurring basis rather than treating it as a one-time decision.

Musk urges AI firms to mutually test models amid China competition fears

Elon Musk has called on rival AI companies, including American and Chinese firms, to collaboratively test each other's models. His remarks appear directed at OpenAI's Sam Altman and Anthropic's Dario Amodei amid ongoing debate over Chinese AI competition. Top AI executives have been publicly discussing the pace of development and associated risks. Musk argues that mutual testing would be a more effective way to identify problems across AI systems. His comments come as concerns over AI safety and competition with China continue to intensify within the industry.

Benchmarking Every AI Suggestion Proved More Valuable Than Trusting Its Confidence

A developer experimenting with AI pair-programming found that the tool's most confident optimization suggestions often failed to deliver real-world performance gains. Ideas like 8x8 register blocking, packed f16 storage, and vectorized kernels each sounded promising but underperformed or broke training loops when tested. The productive workflow involved implementing the smallest possible test, measuring against a proper baseline, and preserving negative results for future reference. End-to-end parity tests caught errors that isolated kernel benchmarks missed entirely. The key takeaway was that AI proved useful for generating hypotheses and tracing failures, but the final judgment had to rest with reproducible measurements rather than the model's own assessment.