Japanese Firms Increase India Investments as China Risks and Domestic Slowdown Bite

Japanese companies are significantly expanding their presence in India as they look to reduce reliance on China. A shrinking domestic market at home has further pushed Japanese businesses to seek growth opportunities abroad. India has emerged as a preferred destination due to its large consumer base and improving business environment. Rising geopolitical and economic risks associated with operating in China have accelerated this strategic shift. The trend reflects a broader realignment of Japanese corporate investment priorities across Asia.

Dev ships Three.js iOS game in 17 days after four silent, hard-to-debug failures

A developer successfully published a Three.js game to the iOS App Store in 17 days across 247 commits, running inside a WKWebView via Capacitor with no network calls. Four critical issues nearly derailed the project, each failing silently without errors or logs, making each one resemble a different problem entirely. Offscreen rendering ran at 2.5 minutes per frame due to Chrome defaulting to a software rasterizer; switching to the Metal GPU backend brought performance to 38–60 fps with a single flag change. On iOS, WebKit silently kills the GPU process without firing the standard webglcontextlost event, requiring additional detectors — including a draw-call floor check — to reliably catch and recover from context loss. A StoreKit timing issue and a world-tiling modulo mismatch were among the other silent failures that demanded careful workarounds before the app could ship.

Labor Day Sales Bring Discounts on Editor-Tested Mattresses

Labor Day is considered one of the best times of the year to purchase a mattress, with numerous deals currently available. Several top-rated mattresses that have been personally tested are included in the current sales. Shoppers looking to upgrade their sleep setup may find significant savings during this period. The discounts span a range of editor-recommended beds across various brands and price points.

Developer Builds EventMocha, a Multi-Agent AI Tool for End-to-End Event Campaign Automation

A developer created EventMocha, a multi-agent AI assistant designed to automate the full workflow of event planning and promotion, submitted as an entry to the AllThingsAgentic Hackathon. The tool uses Google's Agent Development Kit alongside Gemini 2.5 and 3.7 Flash models to generate HTML promotional copy, visual posters via Imagen, and video teasers via Veo within a single session. It also automates Google Workspace tasks by creating Calendar events, Gmail drafts, and Google Tasks through the Model Context Protocol. A live voice interface powered by the Gemini Live API allows users to interact with the system in real time using bidirectional conversation. The platform also supports targeted revisions, preserving previously approved content while updating only the specific assets a user requests to change.

'Golden age of America': Trump celebrates as SC clears $400M White House ballroom

Why AI SEO Tools Need Clear Permission Limits Before Taking Action

As AI systems move beyond content suggestions into tasks like brand evaluation and recommendations, a key question arises: at what point should a human take over from an AI agent? Search Engine Land's May 2026 delegation boundary framework, explained by Jason Barnard, proposes treating automation not as an all-or-nothing choice but as an adjustable boundary shaped by task context and system confidence. The framework maps AI participation across a decision chain — from discovery and indexing through to final recommendations — highlighting that human authority should increase as actions become more consequential or irreversible. Practically, this means an AI agent can research competitors, flag content gaps, or draft metadata without also being granted authority to publish pages or alter live campaigns. The framework suggests that teams may eventually formalize role-based access, approval gates, and audit trails to reflect these distinctions, though it does not claim all current AI SEO vendors already offer such controls.

JMGO Iris Ultra Max 4K Projector Launches Globally with 6,500 Lumens and 120Hz

JMGO has made its Iris Ultra Max projector available outside China, offering 4K resolution at 120Hz with Google TV built in. The device features a dual-iris system that uses two physical apertures along the optical path to achieve a native contrast ratio of 10,000:1. A triple-laser light engine powers its claimed 6,500 ISO lumen brightness, surpassing last year's benchmark of 6,000 lumens from an all-in-one unit. The combination of high brightness, strong contrast, and a high refresh rate makes it particularly suited for gaming and sports viewing.

Milei leads Argentina tributes as Messi retires after 21-year international career

Lionel Messi has retired from international football after a 21-year career with the Argentina national team. The 39-year-old forward made 207 appearances and scored 125 goals, winning the FIFA World Cup and two Copa América titles along the way. Argentine President Javier Milei joined the wave of national tributes, emotionally describing Messi as an 'impossible man'. Messi will continue his club career with Inter Miami in Major League Soccer. His retirement marks the end of one of the most decorated international careers in football history.

Reader's Comment Exposed a Hidden Flaw in an AI Benchmark Comparison

A developer published results from a LoRA fine-tuning experiment comparing fine-tuned and prompted language models, initially concluding that fine-tuning offered little advantage. A reader named Max Quimby commented that the unequal performance drops between methods suggested the original test set was easier for the prompted model, prompting the author to investigate further. The author discovered a more fundamental flaw: the fine-tune row in the comparison table actually represented two different adapters trained on different datasets, making the five-point drop misleading. Running the original v1-trained adapter against the newer real-world test set revealed a 33-point drop, larger than any prompting method. The corrected data showed a clear pattern — the more a method had been fitted to the original data distribution, the more its accuracy fell when tested on real-world data.

Developer Advocate Reflects on Four Years at Esri, Expanding Beyond GIS

A Developer Advocate at Esri has completed their fourth year in the role, marking the anniversary with a reflection on how their work has evolved since 2022. Year Four was characterised less by new firsts and more by intentional application of skills built over the previous three years. The advocate spoke at multiple conferences, including React Alicante in Spain and All Things Open in Raleigh, North Carolina, covering topics such as AI, gamification, and hidden web app features. Their background in teaching continued to shape their work, particularly through hands-on workshops where they introduced React developers to mapping concepts. Interests expanded beyond GIS into areas like browser performance, mathematics, and open source, while maps remained a recurring thread across many topics.

How to Audit Your SEO Strategy During Google Ranking Volatility

No verified Google spam update has been officially announced, but concerns about search ranking disruptions have prompted SEO teams to reassess their workflows. Experts recommend maintaining a dated log of site changes — including redirects, content edits, and link campaigns — to distinguish genuine issues from normal search fluctuations. Rather than reacting to short-term ranking shifts, teams are advised to look for patterns across affected pages, templates, or query types before drawing conclusions. Content reviews should prioritize accuracy, originality, and clear audience intent over publishing volume or blanket URL consolidation. Broad site-wide changes are discouraged unless a specific technical defect, such as a broken canonical or accidental noindex directive, has been identified.

Developer Documents 94% CPU Steal on REGXA VPS Even With Zero Active Traffic

A developer migrated a standard workload to a REGXA KVM VPS with 2 vCPUs and 2 GB RAM, only to encounter severe performance degradation including slow TLS handshakes and HTTP 504 errors. Running mpstat revealed CPU steal consistently above 90%, meaning the virtual machine's vCPUs were ready to run but not being scheduled by the hypervisor. To rule out his own applications as the cause, the developer moved all production traffic off the server entirely, yet CPU steal actually worsened to around 94% with user CPU usage below 2%. Further testing via localhost HTTPS requests — eliminating all external network variables — showed four out of ten connections failing during the TLS handshake and successful ones taking up to 29 seconds. The developer stopped short of attributing intent to the provider, but concluded that the VM was consistently denied CPU time despite having runnable work queued.

French Fleet Software Firm Open-Sources Vehicle Tax Calculators for Developers

Lexio, a French fleet-management software company, has released four open-source TypeScript packages covering key vehicle-related tax and compliance calculations. The tools include a company-vehicle tax engine (TVS), a benefit-in-kind calculator for company cars, a rental-contract generator, and a fine-contestation letter builder. The packages were extracted from Lexio's internal codebase to provide dependency-free, framework-agnostic reference implementations that other developers can use or audit. The move was driven by the frequency of tax-rule changes in France and the tendency of payroll and fleet tools to implement subtly incorrect versions of the same calculations. The repositories, which include 72 regression tests validated against official French administration figures, are publicly available on GitHub under the lexio-rent-git organisation.

Telnyx Releases AI Call Router That Uses Speech to Replace Button Menus

Telnyx has published an open-source Python Flask example app that routes inbound phone calls using natural language instead of traditional touch-tone menus. When a caller speaks their request, the app transcribes the speech via Telnyx Call Control and classifies the intent using the Meta Llama 3.3-70B model through Telnyx AI Inference. The classified intent is then matched against a simple route table to transfer the caller to the appropriate team, such as billing, sales, or support. The app verifies all inbound webhooks using Ed25519 signature verification to ensure only legitimate Telnyx events trigger call actions. The source code is available on GitHub under the Telnyx code examples repository for developers to adapt for real-world contact center deployments.

More Context Can Make AI Answers Worse, Not Better, Research Shows

AI models advertise large context windows, but their effective working memory is significantly smaller than the stated limit. As more text is added to a prompt, attention — the mechanism models use to weigh relationships between tokens — gets diluted across more tokens, reducing focus on what matters most. Research by Liu et al. found that key information placed in the middle of a long prompt is retrieved far less accurately than content near the beginning or end. Additionally, when multiple similar documents are included, models struggle to distinguish the correct source from near-identical alternatives, causing accuracy to drop steadily with input length. Experts recommend sending fewer but higher-quality chunks, placing critical instructions at the top and bottom of prompts, and avoiding the habit of stuffing every available document into the context window.

FTC and 22 states sue Amazon over alleged secret ad surcharge scheme

The Federal Trade Commission, joined by 22 state attorneys general, has filed a lawsuit accusing Amazon of secretly inflating advertising prices on its website and app. The complaint alleges Amazon manipulated its 'second price' ad auction system through an undisclosed surcharge, effectively making advertisers pay more than the rules indicated. FTC chairman Andrew Ferguson stated that the higher ad costs were largely passed on to American consumers. Amazon is accused of violating the FTC Act as well as more than a dozen state laws. This legal action follows Amazon's $2.5 billion settlement with the FTC nearly a year ago over its Prime subscription practices.

Archify Open-Source Tool Brings Validation and Structure to AI-Generated Architecture Diagrams

Archify is an open-source diagramming and validation engine built by developer tt-a1i to address reliability issues in architecture diagrams produced by AI coding agents like Claude Code, Cursor, and Codex CLI. Instead of generating unstructured markdown charts, it requires AI agents to output a typed JSON Intermediate Representation that is then compiled deterministically into interactive HTML and SVG files. The tool validates layout hierarchies, node boundaries, and structural relationships before rendering any visual artifact. Archify supports five diagram types — including architecture, workflow, sequence, data flow, and lifecycle — and enables side-by-side snapshot diffing during pull request reviews. It integrates with modern AI coding environments via a simple CLI command and exports diagrams in formats including SVG, PNG, and WebM animations.

Developer builds minimal distributed lock server in Go using buffered channels

A developer has released Locking-Center, a lightweight distributed lock server written in Go, designed to serialize access to shared resources across multiple services and machines. The tool uses a single buffered Go channel per key to represent lock state, where sending acquires the lock and receiving releases it. Crash safety is ensured through a write-ahead log with CRC32C checksums, and log compaction is handled via atomic file renames to prevent data loss during failures. The wire protocol is intentionally minimal — a single TCP connection per request with a one-byte response — making it straightforward to implement clients across nine languages including Go, Rust, Python, Java, and C. The project aims to offer a simpler alternative to Redis-based locking or full consensus systems for teams needing a standalone, dependency-light locking primitive.

Developer Builds Custom E-Ink Conference Badge with QR Code Social Links

A developer has created a personalized e-ink conference badge using the Badgeware Badger 2350, a device powered by an RP2350 chip with WiFi, a 1000mAh battery, and MicroPython support. The badge displays QR codes linking visitors to the creator's LinkedIn and personal website, making it easy to connect at events. Several hundred lines of Python code were written with AI assistance to power the badge's functionality. The Badgeware platform includes a desktop simulator, allowing developers to test their code locally before deploying it to the physical device via USB-C. The creator plans to showcase the badge at the Commit Your Code 2026 conference in Dallas.

Developer shares SQL impersonation method to verify Supabase Row Level Security in SaaS apps

A developer building a multi-tenant SaaS starter kit using Next.js, Supabase, and Stripe wanted to verify that Row Level Security (RLS) policies actually prevented one user from accessing another's data. Rather than assuming the Postgres-based policies were correct, they ran impersonation tests directly in the SQL editor by temporarily assuming a user's identity within a rolled-back transaction. The test confirmed that RLS silently filters out unauthorised rows — returning zero results instead of an error — which is the expected success signal. The same approach was applied to write operations, ensuring that delete attempts on another user's rows returned zero rows affected. The developer notes the test takes about two minutes and is particularly valuable for catching privacy failures before they reach production.