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ProgrammingDEV Community ·

Why AI connector builders must make trust boundaries visible before selling

Developers and vendors building AI connector tools are being urged to clearly map trust boundaries before pitching or selling their products. A trust boundary map should cover permissions, data flow, model providers, retention policies, deletion paths, and customer controls. Making this information accessible upfront — rather than buried in late-stage security documents — helps both buyers and investors evaluate the product more quickly. Tools like Hyper, which connect company context to AI systems, are cited as examples where such transparency is especially critical. The argument is that visible trust boundaries are not just a security formality but a core element of product credibility.

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IndiaTimes of India ·

Paroled POCSO convict arrested for raping 5-year-old girl in Uttarakhand

A man serving a seven-year sentence under the POCSO Act was arrested in Pithoragarh, Uttarakhand, after allegedly raping a five-year-old girl while out on parole. The accused, Hosiyar Singh, works as a driver and had previously been convicted of child sexual assault. Police responded swiftly, rescuing the child and apprehending Singh within eight hours of the incident being reported. The young victim is currently receiving medical care and support. The case raises serious concerns about the monitoring of convicted child sex offenders granted parole.

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ScienceWIRED ·

REI 4th of July Sale Offers Discounts on Tents, Packs, and Outdoor Gear

REI has launched a 4th of July Independence Day sale featuring discounts across a wide range of outdoor products. The sale covers essential camping and hiking gear, including tents, sleeping pads, rain jackets, and backpacks. The deals are suited for a broad range of outdoor enthusiasts, from casual campers to seasoned hikers. Shoppers looking to upgrade their outdoor kit can take advantage of the limited-time offers tied to the Independence Day holiday.

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ProgrammingDEV Community ·

AI Voice Agent Cuts COD Return Rate from 27% to 16% for Indian D2C Brand

A developer built an AI-powered voice agent system to address India's high Cash-on-Delivery return rates, which typically run between 20–30% and cost brands thousands of rupees monthly. The solution integrates with Shopify and WooCommerce via webhooks, automatically triggering confirmation calls to customers who place COD orders using the Vyora AI API. When tested on a fashion brand processing around 800 COD orders per month, the tool reduced the return-to-origin rate from 27% to 16%, preventing 88 returns and saving approximately ₹30,800 monthly. The system costs ₹799 per month, compared to ₹25,000–40,000 for a human telecaller, delivering a claimed 38x return on investment in the first month. A key factor in its effectiveness is multilingual support — covering Hindi, Hinglish, Tamil, Telugu, and Marathi — which significantly improved customer engagement, especially in Tier 2 and Tier 3 cities.

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ProgrammingDEV Community ·

Backend Developer Builds AI-Powered Mock Interview Tool to Beat Coding Anxiety

A backend developer with six years of experience struggled with live coding interviews despite strong preparation, freezing during a high-stakes round at a FAANG-adjacent company. Realizing that static practice lacked the pressure and interactivity of real interviews, he sought a more dynamic solution after peer mock interviews proved difficult to schedule and inconsistent in feedback quality. He built a Python-based tool using the OpenAI API, configuring it with a strict system prompt to simulate a technical interviewer that asks problems, poses follow-up questions, and withholds answers until appropriate. The script maintains conversation context, enforces interviewer behavior, and delivers structured end-of-session evaluations scoring communication, problem understanding, and technical accuracy. While the tool cannot fully replicate human nuance, the developer found it effective for on-demand, pressure-simulating practice at any hour.

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IndiaTimes of India ·

Sikh Leaders Allege Torture, Turban Removal of Pilgrims Arrested in Uttarakhand

Sikh leaders from Haryana have raised serious concerns over the treatment of four community members arrested following a clash in Uttarakhand. The leaders allege that the detained pilgrims were subjected to third-degree torture and had their turbans forcibly removed while in custody. They are demanding the immediate release of the arrested individuals and the registration of cases against the locals involved in the incident. Haryana and Uttarakhand chief ministers have both been approached over the matter and have reportedly offered assurances to address the situation.

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IndiaNDTV ·

Pune Woman Killed Fiance to Avoid Hurting Family Over Wedding Cancellation

A woman named Siya Goyal has confessed to murdering her fiance in Pune, India. According to sources, Goyal stated she found it easier to kill him than to inform her family that she wanted to call off the wedding. Her motive was reportedly rooted in a desire to spare her family emotional distress. The shocking confession has emerged as investigators piece together the circumstances surrounding the killing.

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IndiaTimes of India ·

Texas City Sells $10 Park Land for $10M to Data Center Developer, Sparking Lawsuit

The city of Taylor, Texas, has sold 87 acres of land to a data center developer for $10 million — land that was originally donated in 1999 for just $10 to be used as a public park. Local residents, led by Pamela Griffin, have filed a lawsuit demanding the city honour the terms of the original deed. City officials argue that existing zoning laws allow the data center project to proceed without requiring resident approval. The development is projected to generate $30 million in tax revenue for the city. However, residents have raised concerns about potential noise, high water consumption, and negative impacts on local property values.

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ProgrammingDEV Community ·

API Dependency Risks Push Developers Toward Local-First Software Architecture

Recent U.S. government actions restricting access to Anthropic and OpenAI models have reignited debate about the risks of relying entirely on third-party AI APIs. Developers whose applications depend on external APIs are exposed to sudden rate limits, pricing changes, feature removals, and policy-driven access restrictions beyond their control. This has brought renewed attention to local-first development, once considered a niche approach, now seen as a practical strategy for building resilient software. The argument is not that cloud computing is obsolete, but that treating it as the sole infrastructure layer introduces architectural risk. A growing perspective advocates for cloud-optional design, where software can function independently of external services by leveraging local compute and browser-side capabilities.

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ProgrammingDEV Community ·

One-third of top 10,000 websites lack DMARC email authentication, 2026 scan finds

A June 2026 analysis of the Tranco top 10,000 domains found that 33.4% publish no DMARC record, leaving them without any published policy for handling email authentication failures. Even among domains that do have DMARC, only 46.5% are set to the strictest enforcement level, p=reject, while 26% remain at p=none, which monitors but does not block suspicious email. One in four domains also had no SPF record, and 1.7% published SPF records that exceed the DNS lookup limit, causing silent authentication failures. MTA-STS, a standard that enforces TLS encryption during email delivery, was almost entirely absent, with 97.8% of domains lacking a policy. The findings suggest that while awareness of email authentication standards has grown — especially after Google and Yahoo mandated DMARC for bulk senders in 2024 — most deployments stall before reaching meaningful protection.

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ProgrammingDEV Community ·

LeetCode 495: How to Calculate Total Poison Duration with Overlapping Intervals

LeetCode problem 495, rated Easy, asks developers to calculate the total time a character remains poisoned after multiple attacks, each lasting a fixed duration. When a new attack occurs before the current poison expires, the timer resets rather than stacking, meaning overlapping intervals must be handled carefully. A common mistake is overwriting the cumulative result inside a loop or assuming a single uniform overlap across all attack pairs. The correct approach adds the full duration for non-overlapping attacks and only the gap between consecutive attacks when an overlap exists. This greedy linear scan yields an O(n) time and O(1) space solution.

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IndiaTimes of India ·

Only 14% of Indian MSMEs Access Formal Credit Despite Digital Finance Growth

A new report reveals that only 14% of India's small and medium businesses are able to access formal institutional credit, despite the country's rapid digital payments expansion. The unmet financing need for MSMEs could exceed Rs 50 lakh crore, posing a significant barrier to broader economic growth. While ownership of financial accounts among small businesses is relatively high, formal credit access and insurance uptake remain well below global benchmarks. Experts point to critical financial inclusion gaps that continue to leave millions of small enterprises underserved. Policy reforms are being called for to improve credit access and build economic resilience among MSMEs.

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IndiaTimes of India ·

High Alert Issued in Delhi and Uttarakhand Over Khalistani Terror Threat

Indian security agencies have placed Delhi and Uttarakhand on high alert following intelligence suggesting possible attacks by Khalistani terrorists. The warning, reportedly communicated via email, identifies temples, government buildings, railway stations, and police installations as potential targets. Authorities have responded by increasing vigilance and conducting security reviews at sensitive locations across both regions. Investigations are currently underway to determine the credibility and source of the threat.

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IndiaTimes of India ·

Bezos Sparks Debate on NYC Governance, Taxation, and AI Job Impact

Amazon founder Jeff Bezos ignited a public debate by suggesting New York City's services would struggle if run under his company's operational standards. Billionaire investor Kevin O'Leary sided with Bezos, describing the city as a 'disaster' and cautioning against policies that tax the wealthy. Former NYC Mayor Bill de Blasio pushed back, calling Bezos' comments disconnected from reality. Separately, Bezos dismissed concerns about artificial intelligence eliminating jobs, arguing that a labor shortage is more likely in the future. The remarks have reignited broader conversations about wealth, urban governance, and the economic impact of emerging technology.

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