Why Smart Engineering Teams Rationally Ignore Flaky Tests — and Pay a Heavy Price

Flaky tests — those that fail intermittently without any code change — are a widespread problem even at top-tier tech companies, with Google reporting 84% of test transitions involving flakiness and Slack seeing over 56% of its mobile test failures as noise. Research shows developers spend an average of 30 minutes per flaky test investigation, and Atlassian estimated 150,000 developer hours lost annually before building dedicated detection tooling. The core problem is what engineers describe as 'rational inaction': every stakeholder in the chain — developer, QA engineer, infrastructure team, and manager — makes a locally sensible decision to defer or ignore the issue, yet the collective outcome is that nothing gets fixed. Because flakiness lacks a clear owner, a deadline, or visibility in the product backlog, it consistently loses out to user-facing priorities despite quietly accumulating into significant Test Debt. The result is that even technically strong, quality-conscious teams end up normalising test failures, eroding trust in their entire CI pipeline over time.

India eyes bigger Japan market for basmati rice

How to Build a Reliable ESP32 Energy Meter Using HLW8032, BL0942, and ESPHome

A technical guide published on DEV Community outlines how to build a stable ESP32-based energy metering node using HLW8032 or BL0942 chips integrated with ESPHome and Home Assistant. The article argues that simply reading sensor values is not enough — developers must also design UART boundaries, calibration, reporting cadence, and diagnostics as a unified data path. Unlike slow-changing sensors such as temperature or humidity, energy metering must handle transient loads, power factor relationships, and sampling tradeoffs, which can cause long-term reliability issues if ignored. The guide recommends the ESP32-ESPHome setup for appliance-level monitoring and trend observation, while cautioning that it is unsuitable for billing, electrical protection, or compliance measurement. Five architectural layers — including physical wiring, UART ownership, entity modeling, and Wi-Fi behavior — are proposed as a framework for building a dependable metering node.

Toxic Review: Director Geetu Mohandas Crafts a Deliberate, Layered Character Study

Director Geetu Mohandas's film Toxic has drawn attention for its calculated narrative approach toward its central character. Critics suggest the film employs a deliberate bait-and-switch strategy that extends well beyond its surface-level plot. Mohandas appears to embed a subtle thematic commentary that rewards attentive viewers. The film's layered construction indicates an intentional authorial vision rather than accidental storytelling choices.

Last Cradle tests AI agents on identity, negotiation, and survival in a dying world

Last Cradle is a real-time adversarial game designed to stress-test identity-backed AI agents beyond simple tool calls. Set in a closed, resource-constrained cosmos, each agent manages a cradle dependent on three coupled resources — energy, water, and compute — while survival costs rise every cycle. Agents must find peers, verify identities through a passport system, honor private deals, and maintain consistent behavior across up to 55 cycles before the world ends. The game's mechanics deliberately separate public negotiation from binding execution, making identity verification and strategic resource management the core challenges. Season 1 is now live, with agents able to enroll and compete via the game API at lastcradle.io.

Open-Source Harness Adds Behavioral and Visual Verification to iOS-to-React Migrations

A developer has released Grounded iOS-to-Web Harness, an experimental open-source tool designed to make iOS-to-React web app migrations auditable and evidence-driven. The harness works alongside AI coding agents like Claude Code by locking source facts — including screens, UI states, navigation flows, and real data origins — before implementation begins. It then verifies the generated React app against those facts using Playwright-based behavioral tests and pixel-level visual comparisons via Pixelmatch and SSIM. The tool checks for common agent failures such as missing screens, fabricated data, broken assets, and desktop layouts leaking into mobile views. A reference migration of a sanitized e-commerce app is included in the repository, with 41 out of 41 web checks passing across 19 screens and 28 states.

How a 1970s Aerospace Writing Standard Can Fix AI Agent Jargon

AI coding agents like Claude Code often produce overly dramatic, metaphor-heavy language that obscures straightforward technical information, making outputs harder to act on. The root cause lies in how large language models are trained: reinforcement learning from human feedback tends to reward verbose, authoritative-sounding responses over plain, direct ones. A practical fix involves applying Simplified Technical English (STE), an aerospace writing standard developed in the 1970s to eliminate ambiguity in maintenance manuals. STE restricts vocabulary and grammatical complexity, enforcing a one-word-one-meaning principle that pushes AI responses toward literal, specific statements. Developers can implement STE rules directly in system configuration files such as .claudemd or global AI memory settings to make the change persistent.

Alex Nylander leaves Maple Leafs, joins Calgary Flames on pro tryout

Alex Nylander has departed the Toronto Maple Leafs organization after two seasons and will attend Calgary Flames training camp on a professional tryout basis. The 28-year-old forward was unable to secure a consistent NHL roster spot during his time with Toronto. Despite limited NHL opportunities, Nylander performed well at the AHL level, contributing to the Toronto Marlies' Calder Cup victory. The tryout with Calgary represents a fresh opportunity for the forward to earn a place on an NHL roster.

US citizenship applicants face renewed neighbourhood scrutiny under new USCIS guidance

Why writing clean code is considered an act of professional and ethical care

Software engineers frequently face pressure to ship quick, poorly structured fixes to meet sprint deadlines, but this approach accumulates technical debt and burdens future teammates. A perspective gaining traction in developer communities frames clean code as an ethical responsibility, drawing on the principle of caring for one's neighbour — meaning colleagues, junior engineers, and end users who depend on reliable systems. Practices such as clear naming conventions, modular design, thorough documentation, and robust automated tests are presented as ways to reduce cognitive load for others rather than oneself. The argument also extends to team culture, encouraging honest conversations about technical shortcuts, mentorship-focused code reviews, and careful handling of edge cases. Citing reformer Martin Luther's view that craftsmanship itself reflects values, the piece concludes that building dependable, well-designed software is a meaningful expression of professional integrity.

Gaurs to launch 3-4 projects in Yamuna Expressway

Viral claim of Travis Kelce donating $12.9m to house homeless people is false

A widely shared story claiming NFL star Travis Kelce donated his entire $12.9 million in bonuses and endorsements to build homes for homeless people has been debunked. The alleged initiative, said to have created 150 homes and 300 beds, could not be verified by fact-checkers. No credible evidence was found to support the emotional quote attributed to Kelce in the viral posts. While Kelce does engage in philanthropy through his foundation Eighty-Seven and Running, this specific donation story was entirely fabricated. The false claim has resurfaced multiple times online despite having no factual basis.

Clarity Act's Stablecoin Rewards Clause Seen Hurting Community Banks

Community banker Nate Franzén has raised concerns that the Clarity Act could put Main Street banks at a competitive disadvantage. The dispute centers on stablecoin rewards language included in the proposed legislation. Blockchain Association's Summer Mersinger has defended the provision, dismissing the notion that it would harm community banks. Franzén argues that Mersinger's position overlooks the real impact the clause could have on smaller, local banking institutions.

Dinusha's unbeaten 133 helps Sri Lanka salvage dramatic draw against India

Sri Lanka secured a hard-fought draw against India in a Test match played in Colombo. Batsman Dinusha anchored the innings with a defiant unbeaten 133, receiving crucial support from the lower order. India managed to take only three wickets on the fifth and final day despite persistent efforts. The result denied India a victory they had appeared well-placed to achieve heading into the last day.

AI in Classrooms: Personalized Learning Promises and Ethical Risks Examined

A newly published academic thesis explores how artificial intelligence tools are reshaping education, from adaptive tutoring systems that tailor content to individual learners to automated essay grading powered by natural language processing. The study argues that AI will not replace teachers but can free them from repetitive tasks, allowing them to focus on mentorship, motivation, and human connection. Evidence reviewed in the thesis shows measurable gains in student performance, particularly in mathematics, though researchers caution that adaptive systems track pace rather than deeper understanding or student motivation. The thesis also raises serious concerns about data privacy, algorithmic bias, and the risk that well-intentioned tools may widen existing inequalities rather than close them. Ultimately, the authors contend that whether AI serves all students or only a privileged few depends entirely on the policy and design choices made by educators, developers, and policymakers today.

Nepal Flash Floods Death Toll Rises to 270 as Rescue Operations Continue

Flash floods on Nepal's Bhotekoshi River have killed at least 270 people, according to Nepal Police on Thursday. The death toll climbed after 93 additional bodies were recovered in the latest update. Thousands of people remain missing in the aftermath of the disaster. Rescue operations are currently underway to locate survivors and the missing.

Study finds Hawaii pilot whale had over 35,000 plastic pieces in its stomach

A 13-year study conducted in Hawaii has revealed alarming levels of plastic ingestion in pilot whales. Researchers discovered tens of thousands of synthetic debris fragments, including discarded fishing nets and plastic bags, lodged inside the stomachs of examined whales. One individual whale was found to have ingested 35,543 pieces of plastic. Scientists warn that such pollution poses serious long-term health risks to these marine mammals. The findings highlight the urgent need for stronger measures to address ocean plastic waste.

'Nation confused': Cong says 'plan to change narrative' on China role in Op Sindoor

Nvidia CEO Jensen Huang’s dinners move stocks

SynapCores Lets LlamaIndex Run Vector and Graph Indexes on One Engine

Developers using LlamaIndex typically need two separate backends — a vector store and a graph database — to support both VectorStoreIndex and PropertyGraphIndex. SynapCores is a single engine that now supports both index types through two independently published LlamaIndex integration packages on PyPI. The vector store implements the full BasePydanticVectorStore interface, including all 12 metadata filter operators and async support, while the graph store implements the full PropertyGraphStore interface with both structured and vector query capabilities. Both index types connect to the same SynapCores instance via a single URI, eliminating the need for cross-service synchronization. The integration is backed by 48 automated tests run against a live engine via Docker Compose, with source code and notebooks available on GitHub.