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IndiaTimes of India ·

Tamil Nadu CM Vijay Shares Video of Meeting Actor-Racer Ajith Kumar at Silverstone

Tamil Nadu Chief Minister Vijay has shared a behind-the-scenes video from a visit to the iconic Silverstone racing circuit in the UK. The footage captures his meeting with Tamil actor and professional racing driver Ajith Kumar at the venue. Ajith Kumar is seen enjoying a race car experience during the visit. The actor also posed with the Indian flag, a moment that resonated strongly with fans. The video has since gone viral, drawing widespread attention on social media.

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ProgrammingDEV Community ·

Developer Replaced LLM-Driven Interview Flow with a Finite State Machine for Reliability

A developer building an AI-powered technical interviewer found that relying solely on a large language model to manage interview flow caused consistent failures, including premature scoring, repeated questions, and accidental answer giveaways. The core problem was structural: LLMs lack reliable state-tracking across conversation turns, making them unsuitable as sole controllers of multi-stage workflows. To fix this, the developer implemented a finite state machine that owns all phase transitions, such as moving from coding to evaluation only after code is actually submitted and run in a sandbox. The LLM was retained for content generation within each state — writing questions, hints, and scorecards — but stripped of any authority to decide what happens next. The result was a more reliable and, counterintuitively, more naturally conversational product, since the LLM could be expressive within tightly controlled boundaries.

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ProgrammingDEV Community ·

Rails structure.sql Explained: The Auto-Generated DB Snapshot That Speeds Setup

In Ruby on Rails projects, the file db/structure.sql serves as a complete SQL snapshot of the current database schema, capturing all table definitions and applied migrations in one place. Rails automatically generates and updates this file each time the db:migrate command is run, meaning developers should not edit it manually. Its primary advantage over replaying all migration files is speed: rather than executing hundreds of incremental change scripts one by one, a new or test database can be built instantly from the single finished blueprint. Migration files remain essential for safely applying incremental changes to live production databases that already hold data. Projects requiring database-specific features like triggers — which cannot be expressed in Rails' default Ruby-based schema.rb — typically opt for structure.sql instead.

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IndiaTimes of India ·

Michael Holding Calls for Humane Treatment of Jailed Imran Khan

Former West Indies fast bowler Michael Holding has publicly spoken out in support of better treatment for imprisoned former Pakistan Prime Minister Imran Khan. Holding stressed that Khan deserves to be treated with basic human dignity during his incarceration. His remarks come amid growing international concern over Khan's health and the conditions of his detention. Several prominent figures from the cricket world have previously raised the issue with Pakistani authorities. Holding's comments reflect a widening chorus of voices calling for humane standards in Khan's imprisonment.

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WorldBBC World ·

US AI Safety Legislation Stalled as Congress Remains Divided

Efforts to pass new artificial intelligence safety legislation in the United States are facing a significant political deadlock. The Trump administration's opposition to new AI regulation has compounded the challenge for lawmakers seeking to act. Congress remains deeply divided on the issue, making the prospect of meaningful legislation unlikely in the near term. This comes despite growing pressure from various quarters urging elected officials to establish guardrails around AI development and deployment.

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ProgrammingDEV Community ·

How to Build Deterministic AI Agent Loops Using Finite State Machines in TypeScript

Software engineers building production AI agents frequently encounter failures such as infinite loops, hallucinated arguments, and costly unvalidated state mutations that work in demos but break in real deployments. A technical guide published on DEV Community proposes replacing naive LLM agent loops with a Finite State Machine architecture featuring isolated verification gates and event-sourced replay. The approach introduces a four-phase execution model called Observe, Propose, Verify, and Commit, which decouples LLM planning from deterministic runtime validation before any tool is executed. Each phase is enforced through typed contracts using Zod schemas and TypeScript, ensuring that invalid state transitions are caught and logged before they cause side effects. The architecture aims to make AI agent runtimes production-ready by preventing context pollution, non-idempotent mutations, and unbounded retry loops that drain API credits.

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IndiaTimes of India ·

BCCI says Pakistan's Naqvi raised no objection to India skipping Asia Cup trophy handover

India defeated Sri Lanka by 72 runs in the Asia Cup final held in Dubai on Sunday. The Indian team declined to receive the trophy from ACC chairman Mohsin Naqvi, a Pakistani official. The BCCI stated that Naqvi did not object to being bypassed during the presentation ceremony. This marked the second consecutive year India avoided accepting the Asia Cup trophy from Naqvi, following a similar gesture by the men's team during the 2025 edition in the wake of the Pahalgam terror attack.

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ProgrammingDEV Community ·

How Karpenter Fixes EKS Node Scaling Without Predefined Node Groups

Traditional EKS autoscaling relies on Cluster Autoscaler paired with Auto Scaling Groups, requiring teams to pre-define node groups tied to specific instance types — a system that often leads to wasted capacity and complex configurations. Because Cluster Autoscaler can only simulate scaling against existing node groups, mismatches between pod resource requests and instance sizes frequently result in stranded CPU or memory. Managing multiple node groups across instance families, capacity types, and availability zones can balloon into dozens of configurations that quickly become outdated. Karpenter, an open-source autoscaler for EKS, takes a fundamentally different approach by evaluating pending pods at scheduling time and dynamically selecting the most suitable instance to launch, rather than scaling a predefined group. It also batches unschedulable pods within a short window before acting, enabling more efficient and consolidated provisioning decisions.

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ProgrammingDEV Community ·

AI Interview Bots Filter Out Top Candidates, Keep Only the Desperate

A analysis published on DEV Community argues that AI-conducted interviews systematically drive away high-quality job candidates who have multiple offers, while retaining only those with no alternatives. Strong candidates reportedly abandon bot-led interviews upon realising no human from the company has engaged with them, interpreting it as a signal the role is undervalued. This creates a skewed applicant pool pre-selected for desperation, making shortlists appear weak without employers understanding why. The author distinguishes between beneficial hiring automation — such as application intake, knockout screening, and scheduling — and harmful automation that replaces human judgment in actual interviews. The core argument is that the interview is a two-way sales conversation that cannot be delegated to a script without damaging both candidate quality and employer brand.

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ProgrammingDEV Community ·

Why DNS Record Type Validation Matters More Than Provisioning Success

A technical analysis published on DEV Community argues that successfully writing a DNS record does not guarantee that the intended consumer system can actually discover or use it. The piece focuses on DMARC email authentication, where policies must be published as TXT records at a specific owner name such as _dmarc.tenant.news.example, as defined by RFC 7489. The author explains that in multi-tenant platforms, automated provisioning can return a success status even when the public-facing DNS lookup name or record type is incorrect. To verify real-world correctness, the article recommends testing against an independent resolver rather than simply reading back the provisioning object. The author draws a clear boundary between producer-side configuration evidence and consumer-side observable behavior, treating them as distinct validation artifacts.

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IndiaNDTV ·

Banks Open in Delhi, Mumbai on September 15, RBI Calendar Confirms

The Reserve Bank of India's official holiday calendar does not include September 15 as a bank holiday for New Delhi or Mumbai. Branch operations in these two major financial centres are expected to proceed as normal on that date. The RBI maintains a state-wise holiday schedule that governs when bank branches open or close across different regions. Customers in Delhi and Mumbai need not make alternative arrangements, as standard banking services will remain available.

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ProgrammingDEV Community ·

Why Every Characterization Test Must Be Made to Fail Before Refactoring

A software development guide published on DEV Community warns that characterization tests recording 'golden' output values provide false confidence unless each test is first proven capable of failing. The author argues that a passing test suite means nothing if the tests were never validated against deliberate code mutations, since silent behavior changes can slip through undetected. The recommended workflow involves recording current behavior, verifying each golden case fails under a minimal code mutation, and only then proceeding with the smallest safe refactor. The article provides Python code examples using a spy-based call ledger and a mutation gate script to systematically verify test sensitivity before any production code is changed. The core principle is that a test earns trust only when it can be made to fail on purpose, not merely when it passes.

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IndiaNDTV ·

Gurugram Biker Responds to Driver's Claims After Road Rage Incident

A road rage incident in Gurugram has sparked a public dispute between a biker named Sia and the accused driver Bainsla. Bainsla, in a media interview, claimed he was unaware of the biker's gender and alleged that only one side of the incident had been presented. Sia responded by releasing a video that opened with a clip of Bainsla's interview to a reporter. The biker asserted that the collision could have been fatal, pushing back against the driver's version of events.

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IndiaTimes of India ·

Salesforce Commits $27 Million in Education Grants Across U.S. Public Schools

Salesforce has announced $27 million in new education grants targeting public schools across the United States. Of this amount, $18 million will be directed specifically to public school districts in five major cities. The funding reflects over 14 years of the company's ongoing commitment to education partnerships. Salesforce is also relaunching its Adopt-a-School program as part of its 1-1-1 philanthropic model, which blends financial support with technology and employee expertise.

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