As GST turns 10, focus shifts to AI compliance

Karnataka Man Kills Sleeping Wife Over Suspected Affair, Alcohol Addiction Cited

A man in Karnataka allegedly murdered his wife while she slept, driven by suspicion of an extramarital affair. The victim, Shobha Pargunda Sarawad, was employed as a cook at Oujikar Math School in Katageri. The accused is reported to be an alcohol addict, which is believed to have contributed to the violent act. Authorities have taken up the case for investigation following the incident.

Modi Highlights Defence Self-Reliance and Public Cooperation in Mann Ki Baat Episode 135

Prime Minister Narendra Modi used the 135th episode of his Mann Ki Baat radio programme to praise India's growing self-reliance in defence and aviation. He highlighted indigenous achievements including domestic missile tests and aircraft production, specifically referencing the C-295 aircraft. Modi also acknowledged the public's response during the West Asia crisis, noting a reduction in gold purchases among citizens. He further commended noteworthy fuel conservation efforts by the Indian public during the period.

Valitype library offers strict type-safe validation for environment variables in TypeScript

Environment variables in TypeScript applications can be missing, empty, or malformed, yet still pass builds and reach production undetected. Simple type casting methods like Boolean() and Number() can silently misinterpret values, masking invalid configuration before deployment. Frontend frameworks like Vite and Next.js inject environment variables at build time, making pre-deployment validation especially critical since fixing a bad value requires a full rebuild. The open-source library valitype addresses this by providing zero-dependency, type-safe validation of environment variables at a defined configuration boundary. It allows developers to enforce rules such as required presence, valid URL format, and allowed enum values before the application ships.

Email Workflow Testing Remains a Gap in Most E2E Automation Setups

Despite mature end-to-end testing practices using tools like Playwright and Cypress, many engineering teams still struggle to reliably test email-based user flows. Critical journeys such as account verification, password resets, OTP authentication, and magic links often lack consistent automated coverage. Teams have resorted to varied workarounds including shared inboxes, polling Gmail or Outlook APIs, running local mail servers like MailHog, or skipping email testing altogether. These email flows are among the most business-critical in any application, as failures can render a product effectively unusable for new or locked-out users. The gap highlights a broader industry need for standardized, reliable approaches to email workflow testing in CI/CD environments.

Armadillo: Open-Source DNS Server Built with Gleam for Homelab Setups

A developer has released Armadillo, a DNS server written in the Gleam programming language, targeting homelab enthusiasts. The project is hosted on GitHub and made publicly available as an open-source tool. It is designed to give hobbyists and self-hosters a lightweight DNS solution for managing their local network environments. The release was shared on Hacker News, where it received modest early attention with a small number of upvotes.

Opinion: Smart Homes Need a Coordination Layer, Not Just Connected Devices

A commentary from Turtleand argues that smart homes have largely remained a collection of isolated, command-response devices rather than an intelligently coordinated system. The author proposes that a true home 'operating layer' would understand intent, inspect device capabilities, apply user-defined constraints, and explain its actions. Such a system would require five core primitives: device awareness, contextual understanding, a policy layer, a planner, and resilient local control. The piece emphasizes that user-set policies — covering privacy, security, and spending — are more critical than any AI interface, warning that optimization without boundaries becomes invasive. The author also stresses that local control should be a foundational design principle, not an optional feature, to ensure the system works even when cloud services fail.

Audit of 35 Popular GitHub Repos Reveals Near-Universal CI Workflow Issues

A developer scanned the GitHub Actions configurations of 35 widely used open-source repositories, including Vite, Next.js, Prisma, and tRPC, to assess CI health ahead of GitHub's 2026 pricing changes. The audit found that every single repository had at least one fixable issue, with missing job timeouts, absent path filters, and lack of concurrency cancellation being the most common problems. Several projects, including tRPC and drizzle-orm, were found running scheduled workflows that have been failing on nearly every execution for an extended period without being disabled. Failure rates across the sampled repos ranged from near-zero to roughly 34%, partly driven by these persistently broken scheduled workflows. The developer released a free scanning tool that allows any public repository owner to generate a similar scorecard for their own CI setup.

Audit of 35 Popular GitHub Repos Reveals Widespread CI Workflow Inefficiencies

A developer scanned the GitHub Actions configurations of 35 well-known open-source projects — including Vite, Next.js, Prisma, and tRPC — to analyse CI run patterns, failure rates, and cost inefficiencies. The audit found that every single repository had at least one fixable issue, with missing job timeouts, absent paths filters, and no concurrency cancellation each appearing in over 32 of the 35 repos. Several projects, including tRPC, drizzle-orm, and cal.com, were found to have scheduled workflows that have been failing on nearly every run yet remain active. Failure rates across repos ranged from near-zero to roughly 34%, with always-failing scheduled workflows pulling averages higher for some projects. The developer released a free scanning tool that allows any public repository owner to generate a similar scorecard and identify long-neglected workflow problems.

Smart Model Routing Can Cut AI Costs by Up to 60% Without Sacrificing Quality

Developers building AI agents often rely on a single large language model for all queries, which is costly and inefficient. A team at a hackathon built SupportMind AI using a routing strategy that directs simple queries to a smaller, faster model and complex ones to a more capable model. They used an open-source library called cascadeflow to define keyword-based rules that assign each query to the appropriate model at runtime. In production environments handling thousands of daily queries, this approach can reduce model costs by 40–60% while preserving response quality where it matters most. The project is publicly available on GitHub, along with a live demo of the system in action.

How HTTP Cache-Control Headers Can Replace Redis and CDN Infrastructure

The Cache-Control response header allows developers to manage API caching across browsers, proxies, and CDNs without running additional infrastructure. Key directives include max-age, which defines how long a response stays fresh, and public or private, which controls whether shared caches can store user-specific data. A commonly misunderstood directive, no-cache, does not prevent caching but instead requires revalidation with the origin server before each use. The stale-while-revalidate directive addresses cache stampede problems by serving stale content instantly while refreshing it in the background, ensuring no request is blocked on expiry. Developers are advised to combine short max-age values with a longer stale-while-revalidate window and ETags for efficient, low-latency API caching.

Developer Builds Three-File Architecture to Swap LLMs in Claude Code Without Rewrites

A developer frustrated by repeatedly rewriting lengthy CLAUDE.md configuration files when switching between AI models designed a three-layer system to simplify the process. The architecture splits configuration into three files: SOUL.md for identity and goals, INTERFACE.md for model-specific calibration, and BODY.md for model-agnostic process rules. Only INTERFACE.md needs to be changed when swapping between models such as DeepSeek V4 Pro, Claude Opus, or Gemini. The developer reports using the system across 200-plus sessions and five-plus projects with no identity or process drift across four LLM reconfigurations. The full configuration system has been released as open-source and is also available as a Claude Code skill.

NIA Names J&K Doctor Muzafar Ahmed as Key Conspirator in 2025 Red Fort Blast

The National Investigation Agency has identified Jammu and Kashmir paediatrician Muzafar Ahmed as a central figure in the 2025 Red Fort bomb blast. Ahmed is alleged to be a founding member of a group linked to Al-Qaeda. According to the NIA, he played a direct role in the terror module's activities, including the manufacture and testing of explosives. The agency filed a supplementary chargesheet that also names two additional individuals accused of supporting the module's operations.

90% of India's Renewable Energy Sites Face High Climate Risk by 2030, Zurich Report Warns

A report by Zurich Group has found that 90% of India's planned renewable energy project sites face high or critical climate risks by 2030. The key hazards identified include floods and wildfires that could severely damage energy infrastructure. Since many of these projects are still in the development phase, there is an opportunity to build resilience measures into their design early. Incorporating such safeguards would cost approximately 2% of capital expenditure but could reduce severe loss exposure by up to 75%. The findings underscore the urgency of climate-proofing India's renewable energy expansion before construction is finalised.

Couple rehearsed murder multiple times before pushing man off Lohagad Fort cliff

Siya Goyal and Chetan Chaudhary allegedly planned and rehearsed the killing of Ketan Agrawal on multiple occasions before carrying out the crime. The two pushed Agrawal off a cliff at Lohagad Fort, with police stating the murder was premeditated. The motive is believed to be social and family pressure, as the accused sought to prevent an arranged marriage. Investigators recreated the crime scene and collected key evidence during their probe. A fast-track court has been assigned to the case to ensure speedy delivery of justice.

India weather update: Heavy rain alert in Assam, Bengal and 15+ states; heatwave traps Delhi, UP

Ayodhya Police raid 8 suspects' homes in Ram Temple donation theft probe

Ayodhya Police conducted simultaneous raids on the residences of eight arrested individuals as part of their investigation into alleged embezzlement of Ram Temple donations. Authorities have so far recovered over Rs 79 lakh in connection with the case. The scandal prompted resignations from two senior Shri Ram Janmabhoomi Teerth Kshetra Trust officials, Champat Rai and Anil Mishra. The Trust has sought to reassure devotees that all offerings remain secure and that a thorough and impartial investigation is in progress.

On-Device Privacy Consent Enforcement Is Now a Legal Must for Android Apps

Android developers face growing legal pressure to enforce user privacy consent under regulations such as GDPR, the Digital Markets Act, and CCPA, which require explicit user approval before analytics or ad-tracking SDKs can activate. Most current solutions attempt to block tracking at the network layer, but this approach is flawed because many SDKs collect device data locally before any network call is made. A more effective method involves intercepting SDKs at the initialization layer, using class-loading checks and DEX scanning to prevent tracking code from running unless the user has consented. An open-source Android SDK called CookiePrime has been released on GitHub, claiming to implement this initialization-blocking approach with pre-built sample apps available for testing. The developer also acknowledged a previously broken GitHub link and clarified that the tool is a production-ready product rather than a proof of concept.

CJP Founder Alleges Farmer Leaders Under House Arrest Amid Jantar Mantar Protest

Cockroach Janta Party founder Abhijeet Dipke has alleged that several farmers' leaders are being placed under house arrest to prevent their participation in an ongoing protest at Jantar Mantar, New Delhi. The party is demanding the resignation of Union Education Minister Dharmendra Pradhan over alleged paper leaks in the NEET-UG and Maharashtra TET examinations. Dipke accused the government of repeatedly mishandling competitive examinations, claiming a broader pattern of failures. Educationist and activist Sonam Wangchuk is set to join the demonstration and has announced plans to begin an indefinite fast in solidarity.

US faces reform push for kids' social media curbs