Cheapest AI model beats mid-tier rivals costing up to 14x more, analysis finds

A developer benchmarking AI models on their API plan found that MiMo-V2.5, priced at $0.14 per million input tokens, outperformed several mid-range models costing between $1.20 and $2.00 on coding tasks. While MiMo-V2.5 lost all four benchmarks — coding, reasoning, math, and bug-fixing — to the pricier DeepSeek v4 Flash at $0.44, it beat competitors like Qwen3.6 Plus and GLM-5.1 on coding scores despite their significantly higher costs. MiMo-V2.5 also offered around 30,100 requests per five-hour window, compared to as few as 880 for some higher-priced rivals. The analysis highlights that the reasoning gap between cheap and premium models remains significant, with a 27% difference that can meaningfully affect performance on complex tasks. The key takeaway is that mid-tier models are charging a premium for benchmark scores they do not actually hold over the cheapest options available.

How Residents Stopped Robert Moses' Fire Island Highway and Created a National Seashore

A powerful nor'easter in 1962 gave urban planner Robert Moses an opportunity to push for a highway on Fire Island, New York. However, local residents and property owners strongly opposed the plan, fearing damage to their environment and way of life. Their organized resistance attracted federal government support for an alternative approach to protecting the area. As a result, Fire Island National Seashore was established in 1964, safeguarding the island's natural landscape. Today, 17 communities continue to exist within the boundaries of this protected national seashore.

Port Radar for macOS

Discussion | Link

Cypress vs Selenium: Why Architecture Matters More Than Speed

Unlike Selenium, which communicates with browsers through an external WebDriver protocol, Cypress runs directly inside the browser's own JavaScript runtime, eliminating round-trip latency and a common source of test flakiness. This in-browser architecture enables features like automatic waiting and time-travel debugging but also imposes hard limits, including no WebKit support and poor handling of multi-tab or cross-origin test flows. Cypress supports end-to-end, component, and API testing within a single framework, reducing toolchain complexity for JavaScript-focused teams. However, teams requiring Safari coverage, multi-language support, or multiple browser contexts are better served by Playwright, which supports Chromium, Firefox, and WebKit across five programming languages. The key takeaway is that choosing between the two tools should be based on these architectural trade-offs rather than raw speed benchmarks.

Google Renames NotebookLM to Gemini Notebook, Adds Cross-App Syncing and Code Execution

Google has rebranded NotebookLM as Gemini Notebook, integrating it more closely with the broader Gemini ecosystem. Users can now create, edit, and sync notebooks across Gemini Apps, Gemini Notebook, and AI Mode in Google Search, allowing research to move seamlessly between interfaces without rebuilding source sets. Google is also rolling out a cloud-based code execution feature that assigns each notebook a secure cloud computer, initially available to AI Ultra and eligible Workspace users, with Pro user access planned for subsequent weeks. However, the sync is not fully bidirectional — while notebooks and sources sync across all three surfaces, chats from Gemini and Gemini Notebook do not sync back to AI Mode. Teams with audit, compliance, or provenance requirements should carefully determine which interface serves as their system of record for a given workflow.

Israel and Turkey Trade Sharp Insults Over Syria Attack

Israel and Turkey have exchanged heated rhetoric, with both sides using strong language including terms like 'dictator' and 'genocide.' The dispute is rooted in Turkey's increasingly vocal criticism of Israel's military campaign in Gaza. The Gaza conflict itself was triggered by Hamas's attack on Israel on October 7, 2023. Turkey has positioned itself as a prominent opponent of Israel's actions in the region since the war began.

Thunderstorms and fiber-optic cables unlock new seismic imaging method

Scientists have found that thunderstorms generate seismic waves capable of mapping underground geological features. The method leverages fiber-optic cables already laid in the ground to detect these naturally occurring vibrations. This approach offers a passive, cost-effective alternative to traditional active seismic surveys, which typically require artificial energy sources. By combining atmospheric events with existing infrastructure, researchers can build detailed pictures of subsurface structures without additional drilling or equipment deployment.

TikTok Agrees to $400M Settlement Over Children's Privacy Violations

TikTok has agreed to pay $400 million to settle a lawsuit over alleged violations of the Children's Online Privacy Protection Act. The case was originally brought forward by the U.S. Department of Justice. The legal action was initiated two years before the settlement was reached. The dispute centered on TikTok's handling of data belonging to underage users.

Developer Builds Dynamic Geofencing Engine for Digital Wallets to Bypass Location Limits

A software developer, tasked with adding loyalty card support for Apple and Google Wallet, extended the project into a dynamic geofencing system inspired by his wife's multi-store shopping habits. Both platforms cap the number of static locations embedded in a digital pass at around 10, making it impossible to cover hundreds of store locations by default. To work around this, the developer built a backend engine that analyzed user purchase history and geographic patterns using spatial tools like PostGIS and H3. The system continuously refreshed each pass with the 10 most relevant nearby locations — including competitor stores — pushed via Apple and Google notification services. The personal side project evolved into a scalable, location-aware architecture that dynamically adapted as user routines changed.

7 Browser JavaScript APIs That Can Sharpen Your Web Game Development

A developer behind Human Benchmark, a browser-based cognitive and reaction-testing platform, has outlined seven JavaScript APIs that meaningfully improve browser game quality. The APIs highlighted include performance.now() for precise timing, requestAnimationFrame() for smooth animations, and Pointer Events for unified mouse and touch input handling. Additional recommendations cover localStorage for saving user progress, the Fullscreen API for immersive gameplay, the Clipboard API for easy score sharing, and the Page Visibility API to pause games when a user switches tabs. The author argues that these tools, while individually straightforward, collectively close the gap between amateur and professional-feeling browser games. The insights are drawn from real implementation experience across multiple mini-games on the Human Benchmark platform.

Laid-Off Revenue Ops Leader Builds Open-Source Job Search Pipeline Tool

A revenue operations professional who left a major cybersecurity firm on January 1, 2026, found existing job search tools inadequate for managing applications at scale. Drawing on a career spent structuring complex sales processes, they applied the same pipeline methodology to their own job hunt. The result was an open-source tool called Trajecktory, designed to score role fit, track application stages, and automate follow-up reminders. Beyond organization, building the tool restored a daily feedback loop that the job search itself could not provide. The project also doubled as concrete interview material, letting the creator demonstrate current skills rather than explain an employment gap.

India's Sugar Output Forecast to Fall 11% This Season, Government Says

The Indian government has projected an 11% decline in domestic sugar production for the current season. Officials attributed the drop to factors such as adverse weather and lower cane yields, not to the diversion of sugarcane toward ethanol production. The government explicitly ruled out ethanol diversion as a cause of any potential impact on sugar prices. Authorities sought to reassure consumers and the industry that the shift toward ethanol blending has not disrupted sugar availability or pricing.

Advocates can now apply for judge posts after 1-year practice

Aiven Offers Managed Open-Source Databases Across AWS, GCP, Azure and DigitalOcean

Aiven is a managed data infrastructure platform that deploys open-source databases such as PostgreSQL, MySQL, Apache Kafka, and ClickHouse across major cloud providers including AWS, Google Cloud, Microsoft Azure, and DigitalOcean. The platform addresses a common engineering challenge by combining the convenience of managed services with the flexibility of open-source technologies, avoiding vendor lock-in through a unified control plane. Aiven runs workloads on dedicated single-tenant virtual machines, ensuring predictable performance and enterprise-grade SLAs. Teams can migrate data services between cloud providers or regions with minimal downtime using automated replication and DNS endpoint management. The platform also supports Infrastructure as Code workflows through an official Terraform provider, helping teams avoid configuration drift and manual errors.

Milne's five-wicket haul gives Kent strong advantage over Middlesex

Kent bowler Milne claimed a five-wicket haul to put his side firmly in control against Middlesex in their county cricket match. Kent's strong bowling performance helped them build a significant first-innings lead over the visitors. Middlesex's Toby Roland-Jones fought hard with the bat in an effort to reduce the deficit for the home side. Despite Roland-Jones's resistance, Middlesex were unable to avoid conceding a hefty first-innings shortfall. Kent's dominant display leaves them well-positioned heading into the later stages of the match.

Government Report Flags Major Gaps in School Education Amid Gen Alpha Protests

A government report has highlighted significant shortcomings in school education, findings that align closely with concerns raised by Generation Alpha protesters. The issues identified span multiple areas of the education system, suggesting the problems are widespread but not uniform across all regions. The report indicates that while certain gaps are common, they do not affect every part of the country equally. The convergence between student protest demands and official findings points to a growing recognition that educational reform is urgently needed.

Lawsuit Claims Hidden Zillow Listings Artificially Inflated NYC Rents

A lawsuit alleges that Zillow concealed property listings in New York City, creating an artificial shortage of visible rental supply. By hiding available units, the platform allegedly made the rental market appear tighter than it actually was. This manufactured scarcity is claimed to have driven up rents, making housing less affordable for New York City renters. The plaintiffs argue that tenants were financially harmed as a result of this alleged manipulation of listing visibility.

GitHub Releases Copilot SDK for Java, Enabling AI Agents Without Spring AI or LangChain4j

GitHub quietly published the Copilot SDK for Java on August 10, 2026, offering a framework-agnostic way to embed AI agent capabilities in any server-side Java application. The SDK, introduced by principal engineer Edward Burns, packages the same agent runtime that powers Copilot CLI as a Maven dependency compatible with Spring Boot, Jakarta EE, Quarkus, Micronaut, or even a plain Java main method. Unlike Spring AI or LangChain4j, it does not impose its own abstractions or framework lifecycle, instead integrating at a low level via a developer-supplied Executor. A built-in BYOK mode allows the SDK to run against OpenAI, Anthropic, Azure, or any OpenAI-compatible endpoint using a developer's own API key, removing the need for a Copilot subscription. The artifact, versioned at 1.0.12-preview.0, requires Java 17 at minimum and automatically leverages virtual threads when run on JDK 25 or later.

Developer Introduces Sofya, a Beginner-Friendly Alternative to Python

A developer has created Sofya, a new programming language designed to be simpler than Python for beginners. Unlike Python's print() function, Sofya uses a plain-English 'Write' command without brackets to display output on screen. Joining different data types, such as strings and variables, is also handled through readable phrases like 'and also write' instead of Python's formatted strings. The developer argues these design choices make Sofya more intuitive for those new to programming. The Sofya project is currently available as an open-source repository on GitHub for those who wish to try or contribute to it.

CI Pipelines Hold Your Crown Jewels But Most Teams Never Audit Them

Continuous integration pipelines routinely hold deploy keys, cloud tokens, registry credentials, and signing secrets, making them the most privileged systems in a software project — yet most teams never audit them for security risks. Real-world supply chain attacks have exploited this gap, including the 2021 Codecov breach and a March 2025 compromise of the widely used tj-actions/changed-files GitHub Action, both of which silently leaked secrets from thousands of CI environments. A core vulnerability stems from referencing third-party actions by mutable version tags rather than fixed commit SHAs, meaning a compromised upstream account can redirect a tag to malicious code without any change on the consumer's end. Other common misconfigurations include repository-wide secret scoping that exposes credentials to every workflow, and misuse of the pull_request_target trigger alongside untrusted code checkouts. Security experts recommend pinning all third-party actions to full commit SHAs, scoping secrets to specific deployment environments, and auditing workflow files regularly to eliminate unnecessary privilege exposure.