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ProgrammingDEV Community ·

Developer shares 8 Astro optimizations that achieved perfect 100 mobile PageSpeed score

A web developer building a client site on the Astro framework achieved a perfect score of 100 across all four Google PageSpeed Insights categories on mobile by applying a series of incremental performance improvements. Key fixes included self-hosting web fonts with font-display swap, inlining stylesheets to eliminate render-blocking network requests, and using proper srcset attributes with responsive images. The developer also added fetchpriority hints for the Largest Contentful Paint image and configured long-term cache headers for hashed build assets. Astro's Islands Architecture, which ships minimal JavaScript by default, provided a strong performance baseline before any manual optimizations were applied. The findings highlight that achieving top Lighthouse scores typically requires combining multiple small fixes rather than relying on any single change.

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ProgrammingDEV Community ·

Minds ships production MCP server with OAuth 2.1, connecting ChatGPT, Claude and Cursor

Minds, an evidence-grounded synthetic market research platform, has launched a hosted remote MCP server accessible at getminds.ai/mcp, compatible with ChatGPT, Claude, Cursor, and other Streamable HTTP clients. The team navigated key implementation challenges including correct Accept header negotiation, OAuth 2.1 protected-resource metadata, and dynamic client registration to avoid manual credential sharing. The server exposes 15 tools spanning audience panels, durable studies, summaries, and exports, with the live tools/list endpoint treated as the authoritative schema source. For multi-step research workflows, clients follow a plan-then-run-then-poll pattern rather than assuming long tasks complete within a single chat turn. The team notes that synthetic panels are suited for early decision-support and question refinement, but are not a substitute for representative human fieldwork.

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ProgrammingDEV Community ·

Kotools Types 5.2.0 drops string-based storage for faster Integer arithmetic

Kotools Types 5.2.0 overhauls its experimental Integer type by replacing internal string-based value storage with native arbitrary-precision integer representations. Previously, every arithmetic operation required re-parsing a string representation of the number and re-serializing the result, making performance degrade as numbers grew larger. The updated implementation delegates to platform-native types — java.lang.BigInteger on JVM, JavaScript's BigInt, and a custom sign-magnitude implementation on Native — so parsing and formatting occur only at input and output boundaries. This change eliminates unnecessary overhead for multi-step arithmetic on large integers and also removes the library's sole third-party runtime dependency on Kotlin/Native. The Integer type remains annotated as experimental and is expected to be stabilized in a future release.

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ProgrammingDEV Community ·

Developer Builds CSS-Only Jollof Rice Landing Page With No Photos or Frameworks

A Nigerian developer based in Manchester created a single landing page dedicated to Jollof rice as a submission for the Frontend Challenge Comfort Food Edition. The page covers the dish's origins, its ingredients by layer, the longstanding Nigeria vs Ghana Jollof debate, and a step-by-step cooking guide. Notably, every visual element — including a pot, steam, and cross-sections — is rendered entirely in CSS with no photographs used. The project was built using only hand-written HTML, CSS, and roughly 120 lines of vanilla JavaScript, with no external frameworks or dependencies. Accessibility was a core priority, incorporating semantic landmarks, ARIA patterns, a reduced-motion mode, and a locally stored vote tally for the Jollof Wars poll.

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TechnologyTechCrunch ·

YouTuber Hank Green admits his AI chatbot use has become unhealthy

Popular YouTuber and internet personality Hank Green has publicly reflected on his relationship with large language model AI tools, describing it as problematic. Green acknowledged that the dopamine rush he experiences from interacting with AI chatbots has reached an unhealthy level. He offered what was described as a remarkable apology regarding his usage habits. Green also expressed concern that his level of AI engagement is not only personally harmful but potentially damaging to the world at large.

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ProgrammingHacker News ·

Engineer Runs Linux on a Calculator in Unusual Hardware Experiment

A technology enthusiast has documented an experiment successfully running the Linux operating system on a calculator. The project was shared on the personal website raymii.org, attracting attention on the Hacker News community platform. Running Linux on unconventional or minimal hardware is a niche but longstanding tradition among hobbyists and engineers. The experiment highlights the flexibility of the Linux kernel and its ability to operate on extremely resource-constrained devices.

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ProgrammingDEV Community ·

Developer Builds Offline-First PWA for Cacao Vendors in Remote Dominican Republic Mountains

A full-stack developer based in the Dominican Republic built an offline-first progressive web app for a cacao aggregator whose vendors collect purchases from farmers in remote, signal-free mountain areas. The app records every transaction locally using UUIDs and timestamps, storing them in a sync queue that automatically pushes data to Supabase once connectivity is restored. It also enables Bluetooth thermal receipt printing directly from a web browser using the Web Bluetooth API, requiring no native app installation. The developer argues that roughly 3.4 billion people worldwide face unreliable internet access, creating an underserved market for offline-capable software in sectors like agriculture, rural healthcare, and field services. He contends that developers in regions such as Latin America, Africa, and Southeast Asia are best placed to build these solutions, as they encounter the problem firsthand.

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ProgrammingDEV Community ·

How SQL Database Engines Transform a Query Into Results

A SQL database engine processes every query through four sequential stages: parsing, optimization, execution, and storage access. The parser first checks the query for syntax errors and converts valid SQL into an internal tree structure, rejecting malformed statements before any data is touched. The optimizer then evaluates multiple possible execution plans and selects the most efficient one, a process developers can inspect using the EXPLAIN command. The executor carries out the chosen plan step by step, applying filters, groupings, and sorting before returning results. Indexes, typically structured as B-trees, play a critical role in performance by allowing the engine to locate relevant rows directly rather than scanning every record in a table.

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WorldBBC World ·

Amsterdam Canal Pride Parade Draws Crowds as 80 Decorated Boats Float Through City

Amsterdam hosted its annual Pride boat parade, drawing large crowds along the city's famous canals. Around 80 decorated vessels took part in the colourful flotilla, making their way through the city's waterways. Participants dressed in costumes danced and waved to spectators gathered along the banks. The event is one of Amsterdam's most prominent Pride celebrations, showcasing the city's long-standing support for LGBTQ+ visibility.

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ProgrammingDEV Community ·

How Evaluated Retrieval Pipelines Fix Hallucinations in RAG Documentation Chatbots

RAG-based documentation chatbots frequently produce wrong answers not because of poor language generation, but because the retrieval stage fails to surface the correct passage before generation begins. Embedding search can return topically related text without returning the passage that actually answers a query, and improper chunking further degrades retrieval precision. A practical remedy involves measuring retrieval recall separately from answer quality, reranking candidate chunks, and enforcing token-budget discipline before passing context to the language model. The model should be explicitly instructed to respond with 'not found' when supporting evidence is absent, preventing it from filling gaps with general knowledge. Structured evaluation that tracks expected source passages, retrieved chunk ranks, and final answers allows engineers to isolate whether failures stem from chunking, retrieval ranking, or generation instructions.

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WorldBBC World ·

Three Dead After Explosion Hits Moscow Restaurant

An explosion at a restaurant near central Moscow has killed three people. The blast occurred at a dining venue in the Russian capital, though the exact cause remains unknown. Authorities have not yet confirmed what triggered the incident. Investigations are ongoing as officials work to determine the circumstances behind the deadly explosion.

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ProgrammingDEV Community ·

React Context API Explained: Share State Across Components Without Prop Drilling

React's Context API offers a built-in solution to prop drilling, the problem of passing data through multiple intermediate components that don't actually need it. As applications scale, shared data like user authentication, theme preferences, and language settings becomes difficult to manage through manual prop passing alone. Context works in three steps: creating a context object, wrapping components in a Provider that supplies the data, and consuming that data in any nested component using the useContext hook. Common real-world use cases include authentication flows, dark mode toggling, and app-wide settings. Unlike local component state, Context allows any component within the Provider tree to read or update shared values directly, reducing coupling and improving code maintainability.

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ProgrammingDEV Community ·

SuriLens: Open-Source Real-Time Execution Visualizer Launched for Node.js

A developer has released SuriLens, an open-source observability toolkit designed to help Node.js developers visualize backend request execution in real time. The tool automatically instruments a Node.js application and displays the full execution flow — including middleware, controllers, services, and external API calls — through an interactive dashboard. Unlike traditional debugging methods that rely on scattered console logs and server logs, SuriLens traces every incoming request and presents timing, payload, and performance data visually. It uses AsyncLocalStorage-based tracing and is built to remain lightweight, while also masking sensitive data such as passwords before broadcasting trace information. SuriLens is in its first public release and is available on both GitHub and npm, with the developer inviting community feedback and contributions.

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ProgrammingDEV Community ·

Google AI answers show no domain cited twice across 168 sources, analysis finds

A content researcher running daily probes on Google's AI search surfaces analyzed 13 answers last week and logged 168 total citations. Across both the AI Overview box and the fuller AI Mode, not a single domain appeared more than once within any individual answer. This contrasts sharply with traditional search results, where high-ranking sites often occupy multiple top spots on the same page. The researcher concludes that Google's AI surfaces appear to allocate one slot per domain per answer, rewarding pages that best address a specific sub-question rather than broad keyword dominance. The practical implication suggested is that publishers should focus on creating distinct pages targeting different sub-questions rather than stacking multiple pages around a single topic.

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ProgrammingDEV Community ·

Engineer Builds Allowlist-Only MCP Server to Give AI Safe VPS Access Without a Shell

A developer has built a production-minded MCP (Model Context Protocol) server that allows an AI assistant to inspect a VPS without exposing an unrestricted shell. The server sits between the AI client and the VPS, permitting only a fixed set of read-oriented operations such as checking disk usage, container logs, SSL expiry, and service status. Each permitted operation maps to a pre-approved script on the server, and all requests must pass structured JSON validation before any SSH connection is made. Access is further restricted through a dedicated Linux user with limited sudo privileges and root-owned allowlisted scripts acting as a command gateway. The project, built in Python using the official MCP SDK, AsyncSSH, and Pydantic, prioritises operational visibility for AI tools while keeping arbitrary command execution entirely out of reach.

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ProgrammingDEV Community ·

Developer Builds Two-Node Lightning Network From Scratch in One Week

A developer documented a week-long hands-on project to build a two-node Lightning Network from scratch in a local test environment, forgoing tutorials in favour of direct engineering work. The project involved compiling Bitcoin Core v31.99.0 from source code without sudo privileges, rather than using pre-built binaries. The exercise covered foundational Bitcoin concepts, including its ~7 transactions-per-second throughput limit and the tradeoffs that make it decentralised but slow. Lightning Network was explored as Bitcoin's Layer 2 solution, enabling thousands of off-chain transactions between parties with only two on-chain events — one to open and one to close a payment channel. The write-up aims to explain the engineering behind Bitcoin and Lightning without investment hype, focusing on what the technology actually does under the hood.

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ProgrammingDEV Community ·

Browser-Native JSX and CSS Editor Lets Developers Prototype Without Local Build Tools

A new browser-based workbench called @knighted/develop allows frontend developers to write, preview, and debug JSX and CSS directly in the browser without installing or configuring local build tools. The tool is delivered via CDN and supports multiple isolated workspaces, tabbed file editing, live previews, and in-browser lint and type diagnostics. It uses a DOM-first JSX runtime that resolves expressions to real HTML elements, bypassing virtual DOM and reconciliation overhead. Developers can also switch between React and DOM render modes, use CSS Modules, Less, or Sass, and push commits or open pull requests directly from the browser tab. The project is positioned as a lightweight solution for prototyping and focused component work, not as a replacement for full production build pipelines.

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IndiaTimes of India ·

24,000 migrant children in US may lose legal aid after federal contract expires

Over 24,000 unaccompanied immigrant children facing deportation in the United States are at risk of losing legal representation after a key federal funding contract expired on Friday. The contract had supported nonprofit organizations that provided legal services to these minors in immigration proceedings. Without federal funding, several nonprofits say they can no longer afford to continue representing the children. Advocates warn that thousands of vulnerable minors may now be forced to navigate complex immigration court processes without any legal support.

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ProgrammingDEV Community ·

Commitea Adds Real GitHub-Verified Coding Challenges to Its Git Learning Platform

Commitea, a Spanish-language Git and GitHub learning platform, has launched a new feature that verifies coding challenges directly against a user's real GitHub account via the GitHub API. When a user picks a challenge, Commitea automatically generates a private repository in their account from a template, pre-configured with the required starting state. Users then solve the challenge locally using their own Git tools, and upon hitting 'Verify,' the platform checks the actual repository state rather than relying on self-reported completion. Three challenges are currently live — covering branches and commits, pull requests, and conflict resolution — each with distinct API-based verification logic. User progress is stored in Redis, and an updated OAuth flow now explains upfront what permissions are requested and what data is stored before redirecting to GitHub.

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