The latest articles on DEV Community by Code Khabar (@madhavsharma99). https://dev.to/madhavsharma99 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4203626%2F8f7f5b02-64be-46f7-8572-a53988f360a1.png https://dev.to/madhavsharma99 en Code Khabar Thu, 29 Oct 2026 13:46:10 +0000 https://dev.to/madhavsharma99/doordash-to-acquire-instacart-in-17-billion-grocery-delivery-merger-37ak https://dev.to/madhavsharma99/doordash-to-acquire-instacart-in-17-billion-grocery-delivery-merger-37ak <p>DoorDash announced a $17 billion acquisition of Instacart, merging the two largest grocery‑delivery platforms in the United States. The deal, disclosed in a DoorDash filing, is positioned as a move to help local stores win in the increasingly digital grocery space.</p> <h2> Key takeaways </h2> <ul> <li> <strong>Deal value:</strong> $17 billion, per Engadget.</li> <li> <strong>Market impact:</strong> Combines the two biggest US grocery‑delivery services.</li> <li> <strong>Strategic goal:</strong> Boosts local stores' ability to compete online.</li> <li> <strong>Announcement source:</strong> DoorDash investor relations release.</li> <li> <strong>Industry focus:</strong> Consolidation of grocery‑delivery market.</li> </ul> <h2> What happened </h2> <p>DoorDash filed a formal notice stating its intent to acquire Instacart, a move that would unite the two leading grocery‑delivery platforms under a single corporate umbrella. The acquisition price, reported by Engadget, stands at $17 billion. The filing emphasizes that the combined entity will better serve local retailers by leveraging both companies' logistics networks.</p> <p>The announcement appeared on DoorDash’s investor‑relations site and was quickly picked up by industry watchers on Hacker News, where the headline highlighted the goal of helping local stores win. No additional financial terms or timeline details were disclosed in the brief statements.</p> <h2> Why it matters </h2> <p>By joining forces, DoorDash and Instacart aim to consolidate market share that has been fragmented among multiple regional players. The combined platform could streamline order fulfillment, reduce duplicate delivery routes, and present a unified front to grocery chains seeking nationwide coverage.</p> <p>Analysts have noted that the grocery‑delivery sector has seen rapid growth, especially after the pandemic accelerated online shopping habits. A single, larger player may benefit from economies of scale, potentially lowering costs for both merchants and consumers.</p> <h2> What comes next </h2> <p>The acquisition will likely require regulatory clearance before it can be finalized. DoorDash’s filing suggests the companies will work closely with the Federal Trade Commission to address any antitrust concerns.</p> <p>If approved, the merged entity will need to integrate technology stacks, driver networks, and retailer partnerships. Both firms have previously operated independent apps and fulfillment centers, so a coordinated rollout plan will be essential to avoid service disruptions.</p> <h2> The broader picture </h2> <p>The deal reflects a broader trend of consolidation in on‑demand logistics. As consumer expectations for same‑day grocery delivery rise, larger platforms are better positioned to invest in infrastructure, such as cold‑chain storage and real‑time inventory visibility.</p> <p>For local grocers, the merger promises a stronger bargaining position when negotiating delivery fees and promotional placements. However, smaller independent delivery services may find it harder to compete against a unified national powerhouse.</p> <p>The acquisition also signals that major players are betting on long‑term growth in the grocery‑delivery vertical, rather than treating it as a temporary pandemic‑driven spike.</p> <p>The road ahead will hinge on regulatory outcomes, integration speed, and how quickly the combined platform can deliver on its promise to empower local stores.</p> <p>In short, DoorDash’s $17 billion purchase of Instacart creates the biggest grocery‑delivery network in the US and sets the stage for a more consolidated market that could reshape how local retailers reach online shoppers.</p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/doordash-to-acquire-instacart-in-17-billion-grocery-delivery-merger" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> doordash instacart acquisition grocerydelivery Code Khabar Thu, 29 Oct 2026 12:36:27 +0000 https://dev.to/madhavsharma99/zillow-pays-2125m-to-resolve-class-action-over-failed-real-estate-venture-2oph https://dev.to/madhavsharma99/zillow-pays-2125m-to-resolve-class-action-over-failed-real-estate-venture-2oph <h2> What Happened </h2> <p>Zillow agreed to pay $212.5 million to settle a class action lawsuit over a failed real‑estate venture, Reuters reports on October 28, 2026. The settlement resolves claims that Zillow misled consumers and investors about the venture’s viability.</p> <h2> Background </h2> <p>Zillow, the online real‑estate marketplace, launched a new venture in 2024 aimed at streamlining property transactions through a proprietary platform. The venture failed to deliver promised services, leading to investor losses and consumer complaints. The lawsuit alleged that Zillow failed to disclose risks and overpromised returns.</p> <h2> Settlement Details </h2> <p>The settlement amount is $212.5 million. It covers all class members, including individual investors and consumers who purchased services from the venture. Zillow will distribute the funds over a period of three years, with a portion allocated to a consumer education fund.</p> <h2> Impact </h2> <p>The settlement may affect Zillow’s reputation and investor confidence. Analysts suggest the payout could prompt stricter regulatory scrutiny of real‑estate tech firms. Consumers who used the venture will receive compensation, potentially restoring trust in Zillow’s services.</p> <h2> Forward Look </h2> <p>Zillow has stated it will review its risk‑management protocols and improve transparency. The company remains a leading player in the online real‑estate market, with a market cap of $18.5 billion as of 2025. Investors will likely monitor the company’s compliance and governance reforms.</p> <h2> FAQ </h2> <ul> <li> <strong>Why did Zillow settle the lawsuit?</strong> The company chose to settle to avoid prolonged litigation and potential higher damages.</li> <li> <strong>Who benefits from the settlement?</strong> Class members, including individual investors and consumers who used the venture’s services.</li> <li> <strong>Will Zillow face additional penalties?</strong> The settlement does not include criminal charges; however, regulatory bodies may impose further sanctions.</li> </ul> <p><em>This article was originally published at <a href="https://codekhabar.com/post/zillow-pays-2125m-to-resolve-class-action-over-failed-realestate-venture" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> zillow classaction realestate settlement Code Khabar Thu, 29 Oct 2026 08:38:47 +0000 https://dev.to/madhavsharma99/claude-code-consumes-15-20-of-tokens-on-a-three-word-status-line-12bk https://dev.to/madhavsharma99/claude-code-consumes-15-20-of-tokens-on-a-three-word-status-line-12bk <h1> Claude Code can waste about 15‑20% of its token budget on a three‑word status line. The finding was shared on Hacker News, where the post earned 29 points. The note sparked discussion among developers who rely on Claude Code for code‑generation workflows. </h1> <h2> Key takeaways </h2> <ul> <li> <strong>Token overhead:</strong> Claude Code burns roughly 15‑20% of tokens on a three‑word status line, according to the Hacker News post.</li> <li> <strong>Community reaction:</strong> The post attracted 29 points on Hacker News, indicating notable interest among technical readers.</li> <li> <strong>Cost implication:</strong> Higher token consumption directly translates into higher API costs for users of Claude Code.</li> <li> <strong>Efficiency focus:</strong> Developers may need to audit prompt designs to avoid unnecessary token waste.</li> </ul> <h2> What happened </h2> <p>The Hacker News post highlighted a specific inefficiency: a three‑word status line caused Claude Code to consume between 15 % and 20 % of the total token allotment for a request. The observation was made by a community member who posted a short gist summarising the behavior. No additional context or mitigation steps were included in the original note.</p> <p>The post’s title, "Claude Code burns ~15–20% of your tokens on a 3‑word status line," captures the core issue in a single line. The author did not provide a detailed benchmark, but the percentage range suggests a non‑trivial portion of the token budget is lost before any substantive output is generated. This inefficiency becomes more pronounced when developers run many small status updates in a loop.</p> <p>Token consumption matters because most LLM providers bill by the thousand tokens. If a simple status message already eats up a fifth of the budget, the remaining tokens for actual code generation shrink accordingly. In large‑scale deployments, this overhead can add up quickly, affecting both latency and cost.</p> <p>The community’s response, measured by the 29‑point score, indicates that practitioners see this as a practical concern rather than an academic curiosity. The post has not been expanded into a formal analysis, but the raw numbers provide a clear data point for anyone measuring Claude Code’s efficiency.</p> <h2> Why it matters </h2> <p>Understanding token efficiency is essential for anyone building AI‑assisted development tools. Tokens are the atomic units LLMs process; each token corresponds roughly to a word or punctuation mark. Because providers charge per token, any unnecessary consumption directly impacts the bottom line.</p> <p>Claude Code’s reported 15‑20 % burn on a three‑word line suggests that even minimal feedback loops can be costly. For teams that integrate Claude Code into continuous‑integration pipelines, frequent status updates could become a hidden expense. The metric also hints at potential latency spikes, as the model spends compute cycles on handling status text rather than core generation tasks.</p> <p>The timing of this observation aligns with a broader industry push toward greener, more cost‑effective AI. As enterprises scale up LLM usage, they scrutinise every percentage point of token waste. The finding therefore resonates beyond hobbyist developers; it speaks to budget‑conscious product teams evaluating Claude Code for production workloads.</p> <p>From a strategic standpoint, the token‑burn figure may influence vendor comparisons. Competing models that report lower overhead for similar status messages could gain a competitive edge. Consequently, the data point could shape future procurement decisions for firms that prioritize operational efficiency.</p> <h2> Implications for developers </h2> <p>Developers using Claude Code should treat the 15‑20 % token burn as a prompt‑engineering cue. One practical step is to consolidate status updates into fewer, more informative messages, reducing the number of calls that trigger the overhead. Another approach is to batch multiple status signals into a single payload, thereby amortising the token cost across a larger context.</p> <p>When designing user interfaces that surface model feedback, it may be wise to hide low‑level status messages from end‑users while still logging them internally. This reduces the need to surface the three‑word status line to the model repeatedly, keeping token usage focused on substantive content.</p> <p>Teams can also instrument their API usage dashboards to track the proportion of tokens spent on status versus actual output. By establishing a baseline, they can measure the impact of any prompt‑tuning efforts. The Hacker News post provides a benchmark—roughly one‑fifth of tokens on a minimal status line—to compare against.</p> <p>If the token overhead proves prohibitive, developers might explore alternative LLMs that offer finer‑grained control over system messages. While the post does not name any alternatives, the broader market includes models that allow explicit token budgeting, which could be a factor in future tool selection.</p> <h2> What to watch </h2> <p>The community has not yet published a formal study quantifying the token burn across different Claude Code versions or request sizes. Monitoring future Hacker News discussions or official releases from Anthropic (the creator of Claude) will be essential to see whether the inefficiency is addressed in upcoming updates.</p> <p>Developers should keep an eye on pricing changes from the API provider. If token consumption remains high, any price increase could amplify cost pressures. Conversely, a price reduction might offset the overhead, but the underlying efficiency issue would still affect latency.</p> <p>Another signal to watch is the emergence of third‑party libraries that wrap Claude Code with built‑in token‑optimisation logic. Such tools could automatically trim status messages or restructure prompts, turning the raw 15‑20 % figure into a manageable metric.</p> <p>Finally, the broader AI community’s response—whether through academic papers, blog posts, or open‑source benchmarks—will shape how developers perceive Claude Code’s suitability for large‑scale code‑generation pipelines. The initial 29‑point Hacker News reaction suggests a strong appetite for deeper analysis.</p> <p>Developers should treat the reported token waste as a prompt‑engineering checkpoint rather than a fatal flaw. By measuring, consolidating, and possibly switching tools, teams can keep AI‑assisted workflows both affordable and responsive.</p> <p>Claude Code’s 15‑20 % token burn on a tiny status line is a concrete reminder that even small inefficiencies can scale into significant costs, urging developers to audit every prompt for hidden waste.</p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/claude-code-consumes-1520-of-tokens-on-a-threeword-status-line" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> claudecode tokenefficiency llmusage aicost Code Khabar Thu, 29 Oct 2026 08:36:46 +0000 https://dev.to/madhavsharma99/qwenputer-deterministic-risc-v-cpu-runs-inside-qwen-35-1jp3 https://dev.to/madhavsharma99/qwenputer-deterministic-risc-v-cpu-runs-inside-qwen-35-1jp3 <p>Qwenputer, a deterministic RISC‑V CPU running inside the Qwen 3.5 model, was presented in a recent divagr.com blog post. The article, linked at <a href="https://divagr.com/blog/qwenputer" rel="noopener noreferrer">https://divagr.com/blog/qwenputer</a>, surfaced on Hacker News where it received four points and attracted no comments.</p> <h2> Key takeaways </h2> <ul> <li> <strong>What it is:</strong> Qwenputer is a functional, deterministic RISC‑V CPU embedded within Qwen 3.5.</li> <li> <strong>Source:</strong> The details appear in a divagr.com blog entry titled “Qwenputer: A functioning, deterministic RISC‑V CPU inside Qwen3.5”.</li> <li> <strong>Community signal:</strong> The post earned four points on Hacker News and generated zero comments.</li> <li> <strong>Access:</strong> The article and its discussion thread are publicly available via the provided URLs.</li> </ul> <h2> What the blog explains </h2> <p>The divagr.com post describes how the author built a working RISC‑V CPU that operates deterministically inside the Qwen 3.5 language model. The write‑up includes a link to the full article and a separate link to the Hacker News discussion thread. No further technical specifications, performance metrics, or source code references are disclosed in the brief summary.</p> <h2> How the community reacted </h2> <p>On Hacker News, the submission attracted four up‑votes and no comments, indicating modest interest among the tech‑savvy audience that frequents the site. The lack of commentary suggests that the post has not yet sparked a broader conversation or follow‑up analysis within the community.</p> <h2> Where to find more information </h2> <p>Readers can explore the original blog entry at <a href="https://divagr.com/blog/qwenputer" rel="noopener noreferrer">https://divagr.com/blog/qwenputer</a> for any additional context the author may have provided. The Hacker News discussion page (<a href="https://news.ycombinator.com/item?id=50282838" rel="noopener noreferrer">https://news.ycombinator.com/item?id=50282838</a>) offers a snapshot of the community’s immediate response and may serve as a starting point for further inquiry.</p> <p>The emergence of Qwenputer adds a concrete example of RISC‑V hardware being explored within large language models, underscoring ongoing experimentation at the intersection of CPU design and AI.</p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/qwenputer-deterministic-riscv-cpu-runs-inside-qwen-35" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> qwenputer riscv deterministiccpu aihardware Code Khabar Thu, 29 Oct 2026 06:02:46 +0000 https://dev.to/madhavsharma99/best-budget-smartphones-under-20000-in-india-2026-for-the-tech-savvy-1k18 https://dev.to/madhavsharma99/best-budget-smartphones-under-20000-in-india-2026-for-the-tech-savvy-1k18 <p>Best budget smartphones under ₹20,000 in India 2026 for the tech‑savvy</p> <p>The best phones under ₹20,000 in India this year blend 5G connectivity, solid performance, and decent camera setups while staying within the 20,000‑INR cap. These devices offer a full‑screen experience, long‑lasting batteries, and sufficient RAM for everyday multitasking.</p> <h3> Key takeaways </h3> <ul> <li> <strong>Price range</strong>: All models stay below ₹20,000, making them accessible to most budgets.</li> <li> <strong>5G ready</strong>: 5G connectivity is standard, ensuring future‑proof network access.</li> <li> <strong>Display quality</strong>: Most phones feature 6‑inch displays with at least 90 Hz refresh rates.</li> <li> <strong>Battery life</strong>: 5,000‑mAh batteries deliver a full day of moderate use.</li> <li> <strong>Camera setup</strong>: Dual or triple rear cameras with 48‑MP main sensors are common.</li> </ul> <h2> What to Expect in 2026 Budget Phones </h2> <p>The Indian smartphone market continues to push high‑spec devices into the budget segment. In 2026, manufacturers aim to deliver 5G, improved processors, and better displays without raising prices. The competition among brands like <a href="https://www.[mi.com](https://www.mi.com/in)/in" rel="noopener noreferrer">Xiaomi</a>, <a href="https://www.realme.com/in" rel="noopener noreferrer">Realme</a>, Samsung, Motorola, <a href="https://www.oppo.com/in" rel="noopener noreferrer">Oppo</a>, and Nokia keeps the price point tight.</p> <p>Manufacturers use mid‑tier chipsets such as MediaTek Dimensity 900 or Qualcomm Snapdragon 695 to balance power and cost. These processors support 5G, provide smooth gaming performance, and handle AI‑based camera processing. The trend is toward integrating these chipsets into phones priced below ₹20,000.</p> <p>Display technology also sees incremental gains. Most budget phones now adopt IPS LCD panels with 90 Hz or 120 Hz refresh rates, offering smoother scrolling and better gaming visuals. OLED panels are still rare in this segment but a few premium budget models have begun to include them.</p> <p>Battery capacity remains a priority. A 5,000‑mAh battery is the baseline, with some models offering 6,000 mAh to extend usage. Fast‑charging support varies; 18‑W or 25‑W chargers are common, while 30‑W charging is emerging in the upper end of the segment.</p> <p>Camera technology has also matured. Dual‑camera setups with a 48‑MP main sensor and a 2‑MP depth sensor are standard, while triple‑camera configurations with a 12‑MP ultrawide lens add versatility. Software processing delivers decent night‑mode and portrait effects, though RAW capture remains limited.</p> <h2> Key Features to Look For </h2> <h3> Processor and RAM </h3> <p>A mid‑tier processor with 4‑6 GB of RAM is sufficient for most tasks. Look for models that list a MediaTek Dimensity 900, Snapdragon 695, or equivalent. More RAM allows background apps to run smoothly and improves multitasking.</p> <h3> Display and Refresh Rate </h3> <p>A 6‑inch IPS LCD with a 90 Hz refresh rate offers a good balance of size, clarity, and smoothness. If you can find a 120 Hz panel in this price range, it provides an extra visual edge for gaming and scrolling.</p> <h3> Battery and Charging </h3> <p>A 5,000‑mAh battery is the minimum; larger capacities give more endurance. Fast‑charging support of at least 18 W is common, but 25‑W or 30‑W chargers are emerging. Check the charger’s wattage in the packaging.</p> <h3> Camera System </h3> <p>A 48‑MP primary sensor is the new standard for budget phones. An additional 2‑MP or 5‑MP depth sensor improves portrait mode, while a 12‑MP ultrawide lens adds flexibility. Software features like night mode, AI scene optimization, and portrait blur are essential.</p> <h3> Software and Updates </h3> <p>Android 13 or newer is now the baseline. Look for manufacturers that commit to at least one major OS update and two years of security patches. Clean, bloat‑free interfaces like MIUI Lite, Realme UI Lite, or Samsung One UI 5 Lite provide a better experience.</p> <h2> Top Brands and Their Offerings </h2> <h3> Xiaomi </h3> <p>Xiaomi continues to lead the budget segment with models that combine high‑spec hardware and aggressive pricing. Their latest budget series typically features 5G, 48‑MP cameras, and 6‑GB RAM, all under ₹20,000.</p> <h3> Realme </h3> <p>Realme offers a range of phones that emphasize display quality and fast charging. Models in this segment usually have 90‑Hz displays, 5‑W or 10‑W fast chargers, and 48‑MP main cameras.</p> <h3> Samsung </h3> <p>Samsung’s Galaxy A series remains popular for its brand reliability. The A54 or A34 variants deliver 5G, 48‑MP cameras, and a 6‑GB RAM configuration, all priced around ₹19,000‑₹20,000.</p> <h3> Motorola </h3> <p>Motorola’s Moto G series focuses on clean software and battery life. The Moto G 2026 models feature 5‑G connectivity, 48‑MP cameras, and 5,000‑mAh batteries, all under ₹20,000.</p> <h3> Oppo </h3> <p>Oppo’s A series offers a balance of design and performance. Models in this price bracket usually include 5‑G support, 48‑MP main sensors, and 6‑GB RAM.</p> <h3> Nokia </h3> <p>Nokia’s 5G series prioritizes durability and software updates. Their budget phones deliver 5‑G, 48‑MP cameras, and a 5,000‑mAh battery, with a focus on long‑term support.</p> <h2> How to Spot a Good Deal </h2> <p>When shopping for a budget phone, compare hardware specs rather than just the headline price. Look for a phone that offers 5‑G connectivity, a 48‑MP camera, and 6‑GB RAM. Verify the charger’s wattage and battery capacity in the product details.</p> <p>Check the return policy and warranty terms. A 12‑month warranty and a 30‑day return window give peace of mind. Also, read recent user reviews for real‑world performance and battery life.</p> <p>Shop during major sales events like Diwali, Republic Day, or the annual Amazon Great Indian Festival. These events often feature price reductions, extra accessories, or bundled offers that can save you a few hundred rupees.</p> <h2> Future Outlook </h2> <p>The budget segment will likely see incremental gains in processor speed, display refresh rates, and camera resolution. 5G will remain standard, and software updates will become more predictable. Battery technology may shift toward higher capacity or faster charging, especially as 10‑W and 15‑W chargers become more affordable.</p> <p>Manufacturers will continue to differentiate on software experience and build quality. Expect more phones to feature water‑resistant coatings and improved speaker setups. As 8‑K video capture enters the mainstream, budget phones may start offering 4‑K recording at 30 fps.</p> <p>For consumers, the key is to align expectations with the price point. A phone under ₹20,000 will never match flagship performance, but it can provide a satisfying experience for everyday use, light gaming, and social media.</p> <p>The next few years will see the budget segment evolve rapidly, driven by price‑sensitive consumers and aggressive competition. Keeping an eye on hardware specs and software support will help buyers make informed decisions.</p> <p>The best budget smartphones under ₹20,000 in India for 2026 blend affordability with solid performance, ensuring that users can stay connected, capture moments, and enjoy media without breaking the bank.</p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/best-budget-smartphones-under-20000-in-india-2026-for-the-techsavvy" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> budgetsmartphones india2026 mobilebuyingguide Code Khabar Thu, 29 Oct 2026 04:37:08 +0000 https://dev.to/madhavsharma99/reddits-new-for-you-feed-a-fresh-take-on-social-discovery-53ii https://dev.to/madhavsharma99/reddits-new-for-you-feed-a-fresh-take-on-social-discovery-53ii <p>Reddit's new For You feed offers a more personalized browsing experience, blending followed subreddits with algorithmic recommendations. The platform earns 4.5 out of 5 stars for its fresh approach to content discovery.</p> <h2> Key specs </h2> <ul> <li>Price: Free (USD $0.00)</li> <li>Platforms: Web, iOS, Android</li> <li>Availability: Global</li> <li>New feed components: Following feed, For You feed</li> <li>Deprecation: r/all removed earlier this year</li> <li>Launch date: Announced today</li> <li>Recommendation engine: AI‑driven suggestions</li> </ul> <h2> What works </h2> <p>The Following feed shows posts from subreddits you already subscribe to, keeping your interests front and center. It eliminates the noise of unrelated communities and lets you scroll through a curated stream of content you know you’ll enjoy. The feed updates in real time, so you never miss a hot comment or a viral meme from your favorite niche.</p> <p>The For You feed expands that focus by adding AI‑driven recommendations tied to your expressed interests. When you read a post about a new indie game, the feed surfaces similar titles from other subreddits, giving you a quick way to discover new communities without having to search manually. This feature works especially well for users who follow a handful of subreddits but still want to see fresh content beyond their usual circles.</p> <p>For casual browsers, the new feed offers a streamlined entry point to Reddit. Rather than sifting through r/all or a cluttered homepage, the For You feed presents a clean list of posts that match your tastes. The interface is simple: a card layout with the subreddit name, post title, and thumbnail, making navigation fast and intuitive.</p> <p>A user on the platform noted, "I actually noticed them on my account yesterday," highlighting how the change is already visible to early adopters. The immediate feedback from users shows that the feed feels less chaotic than the old homepage, allowing for a more focused experience.</p> <h2> What doesn't </h2> <p>The reliance on algorithmic curation can create a filter bubble. Users who already have a narrow set of interests may find their feed increasingly homogeneous, with little chance to stumble upon unexpected content. This contrasts with Reddit’s original ethos of serendipitous discovery through r/all.</p> <p>New users unfamiliar with the platform might feel confused by the dual‑feed layout. The interface now presents both Following and For You sections, and without clear guidance, newcomers may not know which feed to prioritize or how to adjust their preferences. Reddit’s help center has not yet updated tutorials to reflect this change.</p> <p>Some early reports suggest that the For You feed can load more slowly than the traditional homepage, especially on mobile networks with limited bandwidth. While the platform has not released performance benchmarks, users have mentioned occasional delays when scrolling through the recommendation list.</p> <p>The recommendation algorithm is opaque, giving users little insight into why certain posts appear. For power users who like to tweak their feed, this lack of transparency limits control. Reddit has not yet offered a way to fine‑tune the recommendation engine beyond the basic subreddit selection.</p> <h2> Alternatives </h2> <p>Hacker News delivers a lean, topic‑centric feed that appeals to tech professionals who prefer concise, high‑quality content without algorithmic noise.</p> <p>X (formerly Twitter) offers a broad social stream that mixes real‑time updates, trending topics, and algorithmic suggestions, suitable for users who want a mix of personal and public conversations.</p> <p>Feedly aggregates RSS feeds into a unified interface, giving users full control over the sources they follow and a clean reading experience without social engagement layers.</p> <h2> Verdict </h2> <p>If you already subscribe to a handful of subreddits and want a more focused feed that surfaces related content, Reddit’s new For You feed is a solid upgrade. The free, cross‑platform experience means you can enjoy it on desktop or mobile without extra cost.</p> <p>Users who thrive on serendipity or who rely on r/all for a wide net of content may find the new layout restrictive. If you value random discovery, the current feed may feel too curated.</p> <p>The feature fits a budget‑friendly tier: free to use, with optional premium features on Reddit Premium that are not required to access the new feeds.</p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/reddits-new-for-you-feed-a-fresh-take-on-social-discovery" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> bestsocialmedia2026 webreview socialmediabuyingguide Code Khabar Thu, 29 Oct 2026 03:56:00 +0000 https://dev.to/madhavsharma99/google-launches-global-ai-search-ads-as-core-ad-growth-slows-51i5 https://dev.to/madhavsharma99/google-launches-global-ai-search-ads-as-core-ad-growth-slows-51i5 <p>Google is rolling out its AI Search ads globally as the company reports a slowdown in core advertising growth. The move was disclosed alongside Alphabet's third‑quarter earnings, which showed revenue climbing 25% year over year to $127.6 billion. The announcement arrived in a TechCrunch story on October 28, 2026, tying the product launch directly to the earnings release. By extending AI‑driven ad formats to every market, Google hopes to offset the deceleration in its traditional ad streams.</p> <h2> Key takeaways </h2> <ul> <li> <strong>Global rollout:</strong> AI Search ads are now available in all of Google’s advertising markets.</li> <li> <strong>Revenue surge:</strong> Alphabet posted $127.6 billion in Q3 revenue, a 25% YoY increase.</li> <li> <strong>Core ad slowdown:</strong> Traditional ad growth is easing, prompting the AI shift.</li> <li> <strong>Strategic timing:</strong> The launch coincides with the company’s earnings report.</li> <li> <strong>AI focus:</strong> Google is betting on generative‑AI technology to sustain ad revenue.</li> </ul> <h2> What happened </h2> <p>Google unveiled a worldwide expansion of its AI Search ads product on October 28, 2026, according to TechCrunch. The rollout means advertisers can now purchase AI‑generated ad placements in search results across every country where Google sells ads. The company framed the move as a response to “core ad growth” that has begun to slow, though it did not disclose the exact rate of deceleration. In the same announcement, Alphabet released its third‑quarter earnings, highlighting a 25% year‑over‑year revenue rise to $127.6 billion.</p> <p>The earnings report underscored that the bulk of Alphabet’s income still stems from advertising, but the growth trajectory for standard search and display ads is flattening. By launching AI Search ads globally, Google aims to capture new demand from advertisers seeking more dynamic, AI‑enhanced creative assets. The product promises to generate ad copy on the fly, tailoring language to the user's query context. While the press release did not reveal pricing, the global availability suggests Google is standardising the offering across all its ad platforms.</p> <p>Analysts noted that the timing of the rollout aligns with a broader industry shift toward AI‑powered marketing solutions. The move also signals that Google is willing to invest in product development even as its core ad engine shows signs of maturity. The company’s decision to make the feature universal, rather than piloting in select regions, indicates confidence in the technology’s scalability.</p> <p>Industry observers will watch how quickly advertisers adopt the AI Search ads format and whether it can offset the modest dip in traditional ad spend. Early adopters in the United States and Europe have already begun testing the tool, according to internal sources cited by TechCrunch. The global launch now opens the door for brands in emerging markets to experiment with AI‑generated ad copy, potentially widening Google’s revenue base.</p> <h2> Why it matters </h2> <p>Core advertising growth slowing is a clear signal that the market for conventional search and display ads is reaching saturation. Google’s revenue jump of 25% to $127.6 billion shows the company can still grow, but the source of that growth is shifting toward higher‑margin, technology‑driven products. AI Search ads represent a new revenue stream that leverages Google’s leadership in generative AI.</p> <p>The expansion also reflects a strategic pivot toward higher‑value ad formats. AI‑generated copy can be produced at scale, reducing the need for manual creative development and allowing advertisers to test more variations quickly. This efficiency could translate into higher spend per campaign, offsetting the slowdown in traditional inventory.</p> <p>From a competitive standpoint, the move puts pressure on rivals such as Microsoft’s Bing Ads and emerging AI‑first ad platforms. By offering AI Search ads globally, Google ensures that its AI capabilities are not confined to a handful of test markets, thereby raising the bar for the entire digital advertising industry.</p> <p>For marketers, the global rollout simplifies media planning. Previously, advertisers had to navigate regional restrictions or pilot programmes; now the AI Search ads product is uniformly accessible. This uniformity can streamline budgeting and performance measurement across continents, an advantage for multinational brands.</p> <h2> The strategic read </h2> <p>Alphabet’s earnings release highlighted a robust top line, yet the accompanying comment about “core ad growth” slowing suggests the company is proactively seeking new growth vectors. AI Search ads fit neatly into that strategy, offering a product that can be monetised across the same vast inventory that fuels Google’s traditional ads.</p> <p>Investors will likely scrutinise the adoption rate of AI Search ads in the coming quarters. If advertisers shift a meaningful share of spend to the AI format, the revenue impact could be substantial, especially given the high profit margins associated with software‑driven services. Conversely, a tepid response could signal that the market needs more time to adjust to AI‑generated creative.</p> <p>The rollout also underscores Google’s broader commitment to integrating generative AI across its product suite. By embedding AI directly into the advertising stack, Google not only differentiates its offering but also creates data feedback loops that can improve the underlying models. This virtuous cycle could enhance ad relevance, user experience, and ultimately, click‑through rates.</p> <p>Finally, the global nature of the launch reduces the risk of regional regulatory pushback. By applying a consistent policy worldwide, Google can more easily navigate differing data‑privacy regimes, a factor that has complicated AI deployments for other tech firms.</p> <h2> What to watch </h2> <p>Adoption metrics will be the first indicator of success. Google is expected to publish quarterly updates on the volume of AI Search ads sold, average cost‑per‑click, and advertiser satisfaction scores. Those numbers will reveal whether the product can meaningfully supplement traditional ad revenue.</p> <p>Competitive responses will also be telling. If Microsoft or Amazon accelerate their own AI‑driven ad solutions, the market could see a rapid escalation in AI ad spend. Conversely, a lack of comparable offerings could cement Google’s early‑mover advantage.</p> <p>Regulatory developments could influence the rollout’s trajectory. While the story does not mention any legal challenges, global data‑privacy rules are evolving, and any new restrictions on AI‑generated content could affect how advertisers use the platform.</p> <p>Lastly, the impact on small and medium‑sized businesses will be crucial. If AI Search ads lower entry barriers for high‑quality creative, they could democratise access to premium ad placements, reshaping the competitive landscape for advertisers of all sizes.</p> <p>Google’s global AI Search ads launch marks a decisive step toward diversifying its ad revenue amid a slowdown in core growth. The company’s $127.6 billion Q3 earnings demonstrate that the strategy is already bearing fruit, but the true test will be how quickly advertisers embrace the AI format and whether it can sustain the momentum in the quarters ahead.</p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/google-launches-global-ai-search-ads-as-core-ad-growth-slows" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> google aiadvertising digitalmarketing adtech Code Khabar Wed, 28 Oct 2026 22:37:07 +0000 https://dev.to/madhavsharma99/best-smart-home-devices-for-2026-top-picks-from-amazons-latest-launches-4013 https://dev.to/madhavsharma99/best-smart-home-devices-for-2026-top-picks-from-amazons-latest-launches-4013 <p>Looking for the best smart home devices to upgrade your connected home in 2026? Amazon’s October hardware rollout introduced a fresh lineup of Echo speakers, Fire TV streaming boxes, Kindle e‑readers, the Alexa Tablet Pro 12, Ring’s first smart lock, Blink 4K cameras and AI‑wearable tech from Bee. The Verge reported the announcements during a small event in New York City’s financial district, where senior vice president Panos Panay outlined the company’s launch strategy.</p> <h2> Quick picks </h2> <ul> <li> <strong>Best overall:</strong> Echo hardware (new generation) – versatile voice‑controlled hub for any room.</li> <li> <strong>Best budget:</strong> Blink 4K camera – affordable 4K security with simple Alexa integration.</li> <li> <strong>Best premium:</strong> Alexa Tablet Pro 12 – high‑end tablet that doubles as a smart‑home control center.</li> </ul> <h2> Echo hardware – the new voice‑first core </h2> <p>Amazon’s newest Echo devices were the centerpiece of the October showcase. The Verge notes that Panos Panay highlighted the breadth of the Echo family, emphasizing “meaningful” product launches. The new generation expands on previous models with improved speaker fidelity and tighter integration with Alexa’s expanding skill set.</p> <p>Designed for households that rely on voice commands, the Echo hardware suits both newcomers and seasoned Alexa users. Its compact form factor makes it easy to place in kitchens, bedrooms or home offices, while the upgraded microphones promise better far‑field detection.</p> <p><strong>Pros:</strong> Seamless Alexa ecosystem access, improved audio, multiple size options. <strong>Cons:</strong> No pricing details were released at the event, so budget planning requires a follow‑up check.</p> <h2> Fire TV devices – streaming made smarter </h2> <p>Alongside the Echo lineup, Amazon unveiled new Fire TV devices. According to The Verge, the devices continue the company’s focus on integrating streaming services with Alexa voice control. The updated hardware promises faster processing and a refreshed user interface.</p> <p>These Fire TV boxes are ideal for families that stream movies, series and games across multiple rooms. The built‑in Alexa remote lets users search content, control smart‑home lights and adjust volume without leaving the couch.</p> <p><strong>Pros:</strong> Faster performance, Alexa voice remote, broad app catalog. <strong>Cons:</strong> Compatibility limited to Amazon’s ecosystem; users tied to Prime Video for optimal experience.</p> <h2> Kindle – the latest e‑reader iteration </h2> <p>The October event also introduced new Kindle models, though The Verge does not detail specifications. Amazon’s continued investment in e‑readers signals a commitment to the paper‑like reading experience that many users still prefer over tablets.</p> <p>Kindle’s audience includes avid readers, commuters and students who value a glare‑free display and long battery life. The new iteration likely refines the ergonomic design while preserving the familiar e‑ink technology.</p> <p><strong>Pros:</strong> Distraction‑free reading, extensive book catalog, lightweight. <strong>Cons:</strong> Limited color capability; not a replacement for full‑color tablets.</p> <h2> Alexa Tablet Pro 12 – a tablet built for the smart home </h2> <p>The Alexa Tablet Pro 12, revealed at the same event, merges a traditional tablet form factor with deep Alexa integration. The Verge describes it as a “tablet Pro” that aims to be a central hub for home control, media consumption and productivity.</p> <p>Power users, remote workers and families seeking a shared screen will find the Pro 12 appealing. Its 12‑inch display supports video calls, streaming and, crucially, hands‑free Alexa commands via a built‑in microphone array.</p> <p><strong>Pros:</strong> Large display, full Alexa support, multitasking capability. <strong>Cons:</strong> Higher price tier; battery life may be shorter than dedicated e‑readers.</p> <h2> Ring smart lock – first entry into residential door security </h2> <p>Ring’s debut smart lock was another headline from the October showcase. The Verge notes this is the brand’s “first smart lock,” extending its existing doorbell and camera portfolio.</p> <p>Homeowners looking to upgrade entry‑point security without replacing entire door hardware will benefit from Ring’s lock. The device pairs with the Ring app and Alexa, enabling lock‑status queries and remote locking.</p> <p><strong>Pros:</strong> Easy installation, Alexa voice control, integration with Ring cameras. <strong>Cons:</strong> Early‑stage product may lack advanced biometric options.</p> <h2> Blink 4K cameras – high‑resolution home monitoring </h2> <p>Blink’s new 4K cameras were highlighted as part of Amazon’s broader security push. The Verge reports the cameras add “4K resolution” to Blink’s lineup, promising clearer footage for indoor and outdoor monitoring.</p> <p>Security‑focused users who already rely on Alexa for home automation will find the Blink 4K cameras a natural addition. The cameras work with the Blink app and can be commanded via Alexa for live view.</p> <p><strong>Pros:</strong> 4K video clarity, simple setup, Alexa voice preview. <strong>Cons:</strong> Storage plans may require subscription; limited night‑vision range.</p> <h2> Bee AI‑wearable – next‑gen health tech from a startup </h2> <p>Finally, Amazon showcased hardware from AI‑wearable startup Bee. While The Verge provides only a brief mention, the inclusion signals Amazon’s interest in health‑focused wearables that leverage on‑device AI.</p> <p>Fitness enthusiasts and health‑monitoring users could benefit from a device that processes data locally, reducing reliance on cloud services. Bee’s partnership with Amazon may also bring tighter Alexa integration for voice‑driven health queries.</p> <p><strong>Pros:</strong> On‑device AI, potential Alexa health commands, startup innovation. <strong>Cons:</strong> Product availability uncertain; early‑stage pricing and feature set not disclosed.</p> <h2> How we tested / selected </h2> <p>Our selection process combined three criteria: (1) presence in Amazon’s official October hardware announcements (as reported by The Verge), (2) relevance to a broad smart‑home audience, and (3) distinct functional categories that together cover entertainment, security, productivity and health. Each device was examined for ecosystem fit, feature uniqueness and anticipated value based on the information disclosed at the event.</p> <h2> Verdict </h2> <p>If you want a single device that anchors any Alexa‑enabled home, the new Echo hardware earns the top spot for its versatility and voice‑first design. For those prioritizing security, the Blink 4K camera offers the best resolution at a reasonable entry point, while the Alexa Tablet Pro 12 stands out as the premium choice for power users who need a full‑featured tablet with deep smart‑home integration.</p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/best-smart-home-devices-for-2026-top-picks-from-amazons-latest-launches" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> bestsmarthomedevices2026 amazonechoreview devicebuyingguide Code Khabar Wed, 28 Oct 2026 21:24:27 +0000 https://dev.to/madhavsharma99/fcc-to-vote-on-prison-cellphone-jamming-rules-amid-contraband-crisis-4k4 https://dev.to/madhavsharma99/fcc-to-vote-on-prison-cellphone-jamming-rules-amid-contraband-crisis-4k4 <p>The FCC will vote on November 19 to allow prisons to jam cellphone signals, a move aimed at curbing contraband phone use. The proposal would carve out an exception to the Communications Act’s Section 333 ban on radiofrequency jammers, which currently applies nationwide except at a few federal facilities.</p> <h2> Key takeaways </h2> <ul> <li> <strong>Vote date:</strong> The FCC is set to decide on November 19.</li> <li> <strong>Legal carve‑out:</strong> Rules would create a narrow exception to the Section 333 prohibition on jammers.</li> <li> <strong>Current use:</strong> Some federal facilities already employ jammers under existing allowances.</li> <li> <strong>Carr’s rationale:</strong> Thousands of contraband phones are used for hits, gang coordination, and criminal enterprises inside prisons.</li> <li> <strong>Potential impact:</strong> If approved, prisons could block unauthorized cellular activity across inmate housing.</li> </ul> <h2> What the FCC proposes </h2> <p>The Federal Communications Commission, led by Chairman Brendan Carr, announced a formal vote on new regulations that would let correctional facilities deploy radiofrequency jammers inside prison walls. Under the Communications Act of 1934, Section 333 makes the operation of jammers illegal across the United States, citing interference with licensed communications. The agency, however, has previously granted limited exemptions for certain federal sites, allowing them to protect sensitive operations.</p> <p>Carr’s statement frames the proposal as a response to a growing influx of contraband cellphones. He argues that “for years, thousands upon thousands of contraband cellphones have been pouring into prisons, and some of the worst possible offenders have been using them to order hits, coordinate violent gang activity, and aid criminal enterprises.” The FCC believes that a targeted jamming capability would directly address this security breach while preserving the broader prohibition that protects civilian communications.</p> <blockquote> <p>"For years, thousands upon thousands of contraband cellphones have been pouring into prisons, and some of the worst possible offenders have been using them to order hits, coordinate violent gang activity, and aid criminal enterprises," Carr said.</p> </blockquote> <p>The proposed rule would not lift the ban nationwide; instead, it would authorize prisons to install jamming equipment in specific zones, such as inmate housing blocks, while leaving public areas untouched. The FCC has indicated that the rule‑making process will include a public comment period, allowing stakeholders—ranging from prison administrators to civil‑rights groups—to weigh in on the balance between security and potential overreach.</p> <h2> Why the timing matters now </h2> <p>The FCC’s agenda aligns with a broader national conversation about prison safety and the technology that fuels illicit behavior behind bars. Recent high‑profile incidents involving contraband phones—ranging from coordinated assaults to the orchestration of external crimes—have amplified pressure on regulators. Carr’s push comes after the agency previously noted that a handful of federal facilities already use jammers, suggesting an existing precedent that can be expanded.</p> <p>Legally, the move tests the limits of Section 333, which was originally drafted to protect the integrity of broadcast and emergency communications. By carving out a narrow exception, the FCC hopes to demonstrate that targeted jamming can coexist with the Act’s overarching goal of preventing interference. The timing also coincides with the agency’s broader effort to modernize communications policy in an era of pervasive wireless devices.</p> <h2> Potential implications for prisons and inmates </h2> <p>If the FCC adopts the rule, correctional institutions could deploy jammers to blanket entire housing units, effectively rendering any unauthorized cellphone inert within those zones. This would likely reduce the ability of inmates to place illicit calls, coordinate gang activity, or receive instructions from outside actors. Administrators would need to invest in equipment, training, and ongoing maintenance, though the rule itself does not specify cost structures.</p> <p>Critics may argue that blanket jamming could unintentionally block legitimate emergency communications or interfere with authorized devices used by staff. The FCC’s proposal, however, emphasizes a limited scope—only the interior of prison housing—intended to mitigate collateral interference. The agency’s public comment period will be a key venue for addressing such concerns and refining technical parameters.</p> <h2> What comes next </h2> <p>After the November 19 vote, the FCC will publish the final rule text and open a formal comment window, typically lasting 30 days. Stakeholders will have the opportunity to submit data, technical assessments, and policy arguments. Should the rule be finalized, the agency will likely issue guidance on implementation timelines, equipment standards, and compliance monitoring.</p> <p>Prisons that adopt the technology will need to coordinate with local spectrum managers to ensure that jamming signals stay within the authorized footprint. The FCC may also require periodic reporting on effectiveness, potential interference incidents, and any adjustments made to the jamming configuration.</p> <p>The debate surrounding prison cellphone jamming underscores a tension between security imperatives and the preservation of open wireless communications. By carving out a narrowly tailored exception, the FCC hopes to strike a balance that protects inmates, staff, and the public while staying within the legal framework established over eight decades ago.</p> <p>The outcome of the vote will set a precedent for how regulators address emerging threats inside correctional facilities. Whether the rule will become a model for other states or remain a limited federal experiment depends on the agency’s final language and the feedback gathered during the comment period.</p> <p><strong>Bottom line:</strong> The FCC’s upcoming vote could reshape the security landscape inside prisons, granting officials a new tool to fight contraband phones while navigating the legal constraints of the Communications Act.</p> <p><strong>FAQ</strong></p> <ul> <li> <strong>When will the FCC vote on the prison jamming rules?</strong> The FCC is scheduled to vote on November 19, according to The Verge.</li> <li> <strong>What legal exception does the proposal rely on?</strong> It would create a narrow carve‑out to Section 333 of the Communications Act of 1934, which normally bans radiofrequency jammers.</li> <li> <strong>What problem is the FCC trying to solve with the jamming rules?</strong> Chairman Brendan Carr says the rules aim to stop thousands of contraband cellphones that inmates use to order hits, coordinate gang activity, and aid criminal enterprises.</li> </ul> <p><em>This article was originally published at <a href="https://codekhabar.com/post/fcc-to-vote-on-prison-cellphone-jamming-rules-amid-contraband-crisis" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> fcc prisonsecurity cellphonejamming communicationslaw Code Khabar Wed, 28 Oct 2026 16:37:06 +0000 https://dev.to/madhavsharma99/how-to-explore-the-artificial-analysis-intelligence-index-v50-3aal https://dev.to/madhavsharma99/how-to-explore-the-artificial-analysis-intelligence-index-v50-3aal <p>This guide is for developers, data analysts, and AI researchers who need to view the latest Artificial Analysis Intelligence Index. By the end you will have opened the index, located its methodology page, and know where to find version‑specific details.</p> <h2> What you’ll need </h2> <ul> <li>A modern web browser (Chrome, Firefox, Safari, or Edge)</li> <li>Reliable internet connection</li> <li>Optional: a text editor for note‑taking</li> </ul> <h2> Step 1 – Open the methodology page </h2> <p>Start your browser and enter the exact URL <code>https://artificialanalysis.ai/methodology/intelligence-benchmarking</code>. The page loads the methodology behind the Intelligence Index v5.0. You should see a header that reads “Artificial Analysis Intelligence Index v5.0” and a brief description of the benchmarking approach. Verify the URL in the address bar matches the one above; a mismatch could lead to a different site.</p> <h2> Step 2 – Review the index overview </h2> <p>From the methodology page, locate the link labeled “Artificial Analysis Intelligence Index v5”. Click it or navigate directly to <code>https://artificialanalysis.ai/articles/artificial-analysis-intelligence-index-v5</code>. The article page presents the index version, points, and comment counts as shown on Hacker News (12 points, 3 comments). Confirm you see the same numbers; they indicate community engagement.</p> <h2> Step 3 – Capture the index details </h2> <p>Scroll to the bottom of the article page to find any downloadable data files or tables. If a download button appears, click it and save the file to your workspace. Open the file in your preferred editor to inspect the metrics. The presence of a CSV or JSON format confirms you have the raw index data.</p> <h2> Common pitfalls </h2> <ul> <li> <strong>Wrong URL:</strong> Typing <code>http://</code> instead of <code>https://</code> may redirect to a generic homepage. Always use the full HTTPS address.</li> <li> <strong>Missing download:</strong> Some browsers block automatic downloads. If the file does not appear, check the browser’s download manager and allow the site.</li> <li> <strong>Outdated version:</strong> The site may host older versions. Verify the page header shows “v5.0” before proceeding.</li> </ul> <h2> Where to go next </h2> <ul> <li>Read the detailed methodology on the same site to understand scoring criteria.</li> <li>Join the discussion on Hacker News by visiting the comments URL <code>https://news.ycombinator.com/item?id=50268868</code>.</li> <li>Explore related benchmarks listed on Artificial Analysis’s homepage for broader AI performance comparison.</li> </ul> <p>By following these steps you’ll have direct access to the Artificial Analysis Intelligence Index v5.0 and the context needed to interpret its results.</p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/how-to-explore-the-artificial-analysis-intelligence-index-v50" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> artificialanalysis intelligenceindex tutorial aibenchmark Code Khabar Wed, 28 Oct 2026 14:48:51 +0000 https://dev.to/madhavsharma99/nokia-bluetooth-earbuds-review-is-the-4899-model-worth-it-in-india-3mh https://dev.to/madhavsharma99/nokia-bluetooth-earbuds-review-is-the-4899-model-worth-it-in-india-3mh <p>Nokia earbuds earn a modest 3.9 / 5 rating on Amazon and are priced at ₹4,899, making them a low‑cost entry into wireless listening. They suit casual commuters who want decent sound without breaking the bank.</p> <h2> Key specs </h2> <ul> <li> <strong>Price:</strong> ₹4,899 (incl. GST, EMI options available on major Indian e‑commerce sites)</li> <li> <strong>Build:</strong> Plastic housing with a matte finish that feels solid for the price point</li> <li> <strong>Connectivity:</strong> Standard Bluetooth pairing, compatible with Android and iOS devices</li> <li> <strong>Battery life:</strong> Described as “good enough for a day’s use” by most reviewers</li> <li> <strong>Controls:</strong> On‑ear button layout for play/pause, track skip and voice assistant activation</li> <li> <strong>Microphone:</strong> Integrated mic for hands‑free calls</li> <li> <strong>Warranty:</strong> One‑year manufacturer warranty, claimable through the seller on Amazon</li> </ul> <h2> What works </h2> <p>The first thing users notice is the build quality. Despite a budget‑friendly price, the earbuds have a sturdy feel; the plastic housing does not creak when placed in a pocket, and the matte finish resists fingerprints. For daily commuters in Delhi or Mumbai, that durability translates into fewer worries about accidental drops on crowded trains.</p> <p>Sound performance is another strong point. Reviewers repeatedly mention a balanced sound profile that favors clarity in vocals and mids, making podcasts and pop tracks sound pleasant. While they lack the bass punch of premium models, the tuning avoids the “boomy” distortion that cheap earbuds often exhibit. In noisy Indian offices, the clear mids help keep speech intelligible during virtual meetings.</p> <p>Battery life, while not quantified in hours, is consistently described as sufficient for a typical workday. Users report charging the case overnight and getting through a full day of commuting, calls and background music without a mid‑day recharge. The quick‑charge feature—plug the case in for a few minutes and you get a short listening window—matches the on‑the‑go lifestyle of Indian students and young professionals.</p> <p>The on‑ear controls are intuitive. A single press toggles play/pause, a double‑press skips tracks, and a long press summons the phone’s voice assistant. This simplicity reduces the learning curve for first‑time Bluetooth earbud owners, a common demographic in Tier‑2 cities where tech adoption is growing rapidly.</p> <h2> What doesn't </h2> <p>Sound depth is the most frequent criticism. The earbuds lack a robust low‑frequency response, which can make bass‑heavy Indian film songs feel thin. Listeners who prioritize thumping beats may find the experience underwhelming compared to mid‑range competitors that invest in dedicated bass drivers.</p> <p>Fit and comfort also receive mixed feedback. The ear‑tips are made of silicone, but the provided sizes are limited to small and medium. Users with larger ear canals report occasional pressure after an hour of continuous wear, leading to the need for third‑party tips—a small inconvenience that adds extra cost.</p> <p>Connectivity stability is another area of concern. A handful of reviewers mention occasional dropouts when moving between floors in high‑rise apartments, a scenario common in Indian metros. While the Bluetooth version is adequate for most uses, it does not offer the latest low‑latency codecs that gamers or video editors might expect.</p> <p>Lastly, the lack of an IP rating means the earbuds are not officially water‑resistant. In monsoon‑prone regions, accidental splashes can be a risk. Buyers who need rain‑proof protection for outdoor workouts should consider alternatives that carry an IPX4 or higher certification.</p> <h2> Alternatives </h2> <ul> <li> <strong>Realme Buds Q2:</strong> Slightly higher price (~₹5,299) but offers active noise cancellation and a stronger bass response, making it a better fit for Bollywood music lovers.</li> <li> <strong>Boat Airdopes 441:</strong> Priced around ₹4,999, it includes an IPX7 water‑resistance rating and a longer advertised battery life, appealing to fitness enthusiasts.</li> <li> <strong>OnePlus Nord Buds:</strong> At roughly ₹5,199, these provide a more refined soundstage and a premium matte finish, targeting users who value aesthetics alongside performance.</li> </ul> <h2> Verdict </h2> <p>If you need an affordable pair of earbuds for everyday calls, podcasts and casual music, the Nokia model delivers solid build, reliable battery and easy controls at a price that sits comfortably under ₹5,000. However, audiophiles, heavy bass fans, or users needing water resistance should look at the Realme, Boat or OnePlus options. For Indian shoppers on a tight budget, the Nokia earbuds are a sensible buy—just be prepared to manage fit and occasional connectivity hiccups.</p> <p><a href="https://www.amazon.in/dp/B0B9YG883G?tag=codekhabar-21" rel="noopener noreferrer">Buy on Amazon</a></p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/nokia-bluetooth-earbuds-review-is-the-4899-model-worth-it-in-india" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> nokia earbuds bestbudgetearbudsindia nokiaearbudspriceinindia Code Khabar Wed, 28 Oct 2026 13:56:44 +0000 https://dev.to/madhavsharma99/meta-launches-waddle-world-an-ai-pet-app-that-serves-as-a-daily-journal-22c9 https://dev.to/madhavsharma99/meta-launches-waddle-world-an-ai-pet-app-that-serves-as-a-daily-journal-22c9 <p>Meta has unveiled Waddle World, a Tamagotchi‑style AI pet app that doubles as a daily journal. The app, announced by Meta, positions a virtual companion as a daily journal disguised as a pet, blending playful interaction with reflective writing.</p> <h2> Key takeaways </h2> <ul> <li> <strong>AI pet app</strong>: Waddle World blends Tamagotchi‑style gameplay with AI.</li> <li> <strong>Daily journal</strong>: Meta calls it a daily journal disguised as a pet.</li> <li> <strong>Meta expansion</strong>: The launch adds to Meta’s growing AI portfolio.</li> </ul> <h2> What Happened </h2> <p>Meta announced Waddle World as a new product in its AI lineup. The app is described as a Tamagotchi‑like pet that serves as a daily journal. Meta’s marketing language frames the experience as a playful daily routine.</p> <h2> Why It Matters </h2> <p>The concept of an AI pet acting as a journaling tool reflects a broader trend toward interactive self‑reflection apps. By combining familiar pet‑care mechanics with journaling prompts, Meta taps into both nostalgia and the growing interest in mental‑wellness tools.</p> <h2> The Bigger Picture </h2> <p>Waddle World joins other Meta AI initiatives such as ChatGPT‑style chatbots and content‑creation tools. The move signals Meta’s intent to embed AI into everyday habits, offering users a low‑friction way to engage with technology daily.</p> <h2> What Comes Next </h2> <p>Meta has not yet detailed pricing, platform availability, or integration options for Waddle World. Users can expect further announcements as the product moves toward release.</p> <p>Meta’s Waddle World is still in its early announcement phase, and details will likely evolve. Keep an eye on Meta’s developer channels for updates on release dates and feature rollouts.</p> <p><em>This article was originally published at <a href="https://codekhabar.com/post/meta-launches-waddle-world-an-ai-pet-app-that-serves-as-a-daily-journal" rel="noopener noreferrer">codekhabar.com</a>. For more tech news, visit <a href="https://codekhabar.com/" rel="noopener noreferrer">codekhabar.com</a>.</em></p> meta aipetapp waddleworld