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ProgrammingDEV Community ·

Silent spec bug: retired requirements kept inflating test coverage denominators

A developer maintaining an append-only specification file discovered that two tools parsing requirements had no concept of 'retired' rows, causing every corrected requirement to add a phantom entry to the total count. Because retiring a row only changed a text prefix rather than the structural shape of the heading, both readers continued treating old and new rows as live requirements, quietly lowering test coverage with each correction. The root cause was a writing convention — retirement — that existed only in human habit and had never been encoded as machine-readable data. The fix was not to patch each reader individually, but to define a shared configuration table listing which heading forms are live and which are retired, so all current and future tools derive their behavior from one authoritative source. The author concludes that any rule added to make an earlier rule survivable must be explicitly communicated to every system that consumes the original rule, or it will be silently ignored.

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IndiaTimes of India ·

BJP wins most wards in Rajasthan municipal polls; Modi credits public trust

The Bharatiya Janata Party emerged as the largest party in Rajasthan's municipal elections, winning more wards than the Congress. The party secured outright majorities in four of the ten municipal corporations contested. Prime Minister Narendra Modi publicly thanked voters for their support following the results. Modi attributed the win to public endorsement of the BJP's governance and development agenda.

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IndiaTimes of India ·

Manhattan Billionaires' Row Penthouse Sells at 83% Discount for $6.765 Million

A three-story penthouse on Manhattan's Billionaires' Row has sold for $6.765 million, a steep 83% reduction from its original $40 million asking price. The unfinished unit is located within the historic Hampshire House building. The sale was finalized after a competitive online bidding process. The buyer will now face the significant cost and effort of completing the half-finished luxury residence.

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TechnologyThe Verge ·

TIFF 2026: Musk Documentary, Stop-Motion Fantasy Among Festival Highlights

The Toronto International Film Festival (TIFF) 2026 is underway, showcasing a wide range of international films and series. Notable titles this year include a four-hour Elon Musk documentary, the stop-motion fantasy Wildwood from Laika, and Your Mother Your Mother Your Mother. The festival also features streaming series such as Crystal Lake and Carrie. TIFF is widely regarded as a bellwether for awards season, with past editions launching films like Hamnet and Obsession into the spotlight. Daily bite-sized reviews are being published to help audiences keep track of the sprawling lineup.

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ProgrammingDEV Community ·

Markov-Switching Model Used to Track Bitcoin Volatility Regimes

A data analyst applied a Markov-switching regression model to study how the volatility of Bitcoin's daily returns shifted over time. The analysis used Binance BTCUSDT daily price data, with a training period spanning January 2, 2022 to June 30, 2026, covering 1,641 daily returns, and a 75-day holdout period through September 13, 2026. Both two-state and three-state model specifications were tested, identifying distinct low- and high-volatility regimes with fitted daily return standard deviations of roughly 1.53% and 4.30% in the two-state version. The two-state model performed slightly better on the holdout period by mean predictive log score, while the three-state model achieved a marginally lower training BIC, suggesting neither is a clear universal winner. The full visual report, built in OWL Compose, includes state probabilities, transition matrices, fitted distributions, and reproducibility notes.

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IndiaNDTV ·

Trump Calls AI Development Slowdown Demands a 'Sick Conspiracy'

US President Donald Trump took to Truth Social on Monday to strongly oppose calls for slowing down superintelligent AI development. He labelled such demands a 'sick conspiracy' targeting artificial intelligence and data centres. Trump's stance aligns with China's position, as both nations appear to reject efforts to curb rapid AI advancement. The remarks signal that the world's two largest economies are unlikely to support any international push for a pause on cutting-edge AI development.

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ProgrammingDEV Community ·

How Booking-Integrated Systems Can Automate Court Video Recording at Sports Clubs

Sports clubs that install court cameras often face a hidden problem: footage is captured continuously but retrieving, sharing, and managing specific clips requires significant manual effort. The core issue is that cameras operate independently of booking systems, forcing staff to manually identify relevant recordings and players to remember to trigger recording themselves. A more efficient approach ties recording directly to court reservations, so that when a player books a court, the system automatically starts and stops the camera for that slot and delivers the footage to the player's account. Platforms like SportyPlus implement this by accepting a standard RTMP stream from any compatible IP camera, requiring no proprietary hardware. This integration also addresses data protection concerns by automating footage deletion and restricting access to the relevant player, removing the need for manual oversight.

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IndiaNDTV ·

AI Expert Nick Bostrom Claims AI Has Achieved Human-Like Consciousness

Prominent AI risk researcher Nick Bostrom has asserted that artificial intelligence agents have effectively attained human-like consciousness. Bostrom, widely recognized for his work on existential risks posed by AI, suggests that for all practical purposes, current AI systems can be considered sentient and self-aware. This marks a striking claim from one of the field's most influential thinkers, who has long studied the long-term implications of advanced AI development. The statement is likely to intensify ongoing global debates around AI rights, safety, and the ethical treatment of AI systems.

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IndiaNDTV ·

BJP Leads Congress in Rajasthan Urban Local Body Election Results

Rajasthan's urban local body poll results saw BJP emerge ahead of Congress in overall ward counts. Independents proved to be a significant force, winning 2,273 wards across the state. In Bharatpur, the hometown of Chief Minister Bhajanlal Sharma, independents dominated the Municipal Corporation elections. They secured 36 of the 65 wards in Bharatpur, overshadowing both major parties in that city.

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ProgrammingHacker News ·

Andon Labs launches Pion, an AI agent built to run companies autonomously

Andon Labs has introduced Pion, an AI agent designed to autonomously manage and operate entire companies. The product was announced via the company's blog, where the team explained their motivations for building it. Pion is positioned as a comprehensive autonomous agent capable of handling company-wide functions without human intervention. The announcement attracted early attention on Hacker News, garnering points and community discussion. Details about specific capabilities and pricing have not yet been widely disclosed.

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IndiaNDTV ·

West Bengal Orders Review of Madrasas to Identify Illegal Institutions

West Bengal Chief Minister Suvendu Adhikari has directed authorities to conduct a review of madrasas operating across the state. The move aims to identify institutions that are functioning without legal authorization. The order signals a push for greater regulatory oversight of religious educational bodies in the region. This initiative draws comparisons to similar positions previously held by the CPM regarding madrasa regulation in Bengal.

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ProgrammingDEV Community ·

As AI Benchmarks Age and Saturate, Measuring True AI Progress Gets Harder

The launch of GPT-6 Astra, accompanied by NVIDIA CEO Jensen Huang declaring on X that 'AGI has arrived,' has reignited debate about how capable AI systems have truly become. Experts and developers quickly split between excitement and concern, with many questioning whether such milestones signal the end of software engineering as a profession. However, a closer look at AI evaluation reveals a deeper issue: benchmarks used to measure model progress can become outdated, saturated, or methodologically inconsistent over time. Astra's own system card acknowledges that some older evaluations are being retired and newer ones are adopting more realistic testing conditions, meaning a higher score does not always reflect genuinely broader capability. While AI will undoubtedly reshape software development, core engineering responsibilities such as system design, security, and architectural decision-making remain distinctly human concerns that raw benchmark numbers do not address.

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ProgrammingDEV Community ·

How to Build an AR Fallback Governor That Protects User Camera Privacy

A developer tutorial on DEV Community outlines how to build an application-side fallback governor for Tencent RTC's Beauty AR feature, ensuring avatar failures do not silently expose a user's camera feed. The core problem addressed is that when AR effects fail due to device overheating, asset loading errors, or OS interruptions, most apps default to the raw camera — a privacy-violating substitution. The proposed governor enforces a tiered degradation ladder: quality avatar, performance avatar, sticker, and finally a paused state if camera consent has not been explicitly granted. It adapts to device capability tiers, avoids oscillating between profiles, and rejects stale async events to prevent race conditions. The tutorial argues that consent must be collected separately for each presentation mode, since switching from an avatar to a live camera feed is a fundamentally different act, not merely a quality reduction.

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IndiaTimes of India ·

BJP to go solo in Punjab polls, will contest all 117 seats: Satish Poonia

The Bharatiya Janata Party has decided to contest all 117 Punjab Assembly seats without any alliance partner in the upcoming state elections. Senior BJP leader Satish Poonia announced the decision, ruling out any coalition arrangement. He criticised the AAP-led Punjab government over its handling of law and order, flagging drug menace and corruption as central poll issues. The party plans to launch an anti-drug awareness campaign across the state next month. Union Home Minister Amit Shah is expected to attend the concluding event of the campaign.

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