{"id":262463,"date":"2025-05-29T11:04:07","date_gmt":"2025-05-29T11:04:07","guid":{"rendered":"https:\/\/peraltafinancing.com\/analytics\/whats-new-and-why-it-matters\/"},"modified":"2025-05-29T11:04:07","modified_gmt":"2025-05-29T11:04:07","slug":"whats-new-and-why-it-matters","status":"publish","type":"post","link":"https:\/\/fivemor.com\/?p=262463","title":{"rendered":"What\u2019s New and Why It Matters"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div id=\"article-start\">\n<p><span style=\"font-weight: 400;\">DeepSeek\u2019s most recent update, R1-0528, may be called a \u201cminor trial upgrade,\u201d but it makes major leaps. With considerable advancements in reasoning, code generation, and dependability, R1-0528 places DeepSeek as an open-source contender to Gemini 2.5 Pro. It even approaches OpenAI\u2019s o3 and o4-mini in terms of code benchmarks. In this blog, we\u2019ll explore the features of this upgrade and provide hands-on comparisons between DeepSeek R1 and the new R1.1.<\/span><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-what-is-deepseek-r1-0528\"><span style=\"font-weight: 400;\">What is DeepSeek R1-0528?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">DeepSeek R1-0528, also called DeepSeek R1.1 is a next-generation, open-source large language model (LLM) released by DeepSeek. This new model represents a new generation of AI systems going head-to-head with world-leading proprietary models by the likes of OpenAI and Google.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DeepSeek R1-0528 is particularly focused on reasoning, code generation, and complex problem-solving abilities. This makes it a game-changing resource for researchers, developers, and businesses seeking to leverage powerful AI systems, without relying on a closed ecosystem and proprietary, subscription-based AI models.<\/span><\/p>\n<p><em>Want to learn more about the DeepSeek R1 model? <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2025\/01\/deepseek-r1\/\" target=\"_blank\" rel=\"noreferrer noopener\">Click here<\/a>.<\/em><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-what-s-new-in-deepseek-r1-0528\"><span style=\"font-weight: 400;\">What\u2019s New in DeepSeek R1-0528?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">DeepSeek R1 came out earlier this year with a bag of innovative features. Now, with its latest update, DeepSeek R1-0508, the open-source model has become bigger and better.<\/span><\/p>\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"872\" height=\"490\" src=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/GsEHdrIWcAA3qJw.webp\" alt=\"DeepSeek R1 vs R1.1\" class=\"wp-image-236306\" srcset=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/GsEHdrIWcAA3qJw.webp 872w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/GsEHdrIWcAA3qJw-300x169.webp 300w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/GsEHdrIWcAA3qJw-768x432.webp 768w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/GsEHdrIWcAA3qJw-150x84.webp 150w\" sizes=\"(max-width: 872px) 100vw, 872px\"\/><\/figure>\n<p><span style=\"font-weight: 400;\">Some of its upgraded features are:<\/span><\/p>\n<ul class=\"wp-block-list\">\n<li><b>Massive Parameter Scale: <\/b><span style=\"font-weight: 400;\">It is trained on a whopping 671 billion parameters. This opens up a lot of possibilities for powerful and efficient processing.<\/span><\/li>\n<li><b>Fully Open-Source: <\/b><span style=\"font-weight: 400;\">It is a fully open-source model, allowing for transparency and community-driven upgrade potential.<\/span><\/li>\n<li><b>Smarter Reasoning:<\/b><span style=\"font-weight: 400;\"> The model achieves improvements in reasoning capabilities, leading to better logic and problem-solving.<\/span><\/li>\n<li><b>Better Code Generation: <\/b><span style=\"font-weight: 400;\">It provides better accuracy and efficiency in code generation, coming closer to the leading closed-source models.<\/span><\/li>\n<li><b>Enhanced Reliability:<\/b><span style=\"font-weight: 400;\"> It is also more reliable and consistent with responses.<\/span><\/li>\n<li><b>Longer Thinking:<\/b><span style=\"font-weight: 400;\"> The model is capable of thinking for longer durations over complex problems, showcasing a much better performance than its previous version.<\/span><\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-deepseek-r1-0528-performance-benchmarks\"><span style=\"font-weight: 400;\">DeepSeek R1-0528: Performance Benchmarks<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The earlier version of DeepSeek R1 blew the world away with its performance. It gave tough competition to all the popular models at the time and proved that <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2024\/04\/top-open-source-llms\/\" target=\"_blank\" rel=\"noreferrer noopener\">open-source models<\/a> can be at par with closed-source ones. Now, DeepSeek R1.1 also proves to be quite similar in its impact!<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Let\u2019s look at the performance of DeepSeek R1.1 against the top models on the composite LLM performance score, which is aggregated from <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2025\/04\/what-are-llm-benchmarks\/\" target=\"_blank\" rel=\"noreferrer noopener\">benchmarks<\/a> like MMLU, HumanEval, GSM8K, BBH, TruthfulQA, etc.<\/span><\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"872\" height=\"334\" src=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/final_llm_comparison_table.webp\" alt=\"DeepSeek R1-0528 comparison with other models\" class=\"wp-image-236290\" srcset=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/final_llm_comparison_table.webp 872w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/final_llm_comparison_table-300x115.webp 300w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/final_llm_comparison_table-768x294.webp 768w, https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/final_llm_comparison_table-150x57.webp 150w\" sizes=\"auto, (max-width: 872px) 100vw, 872px\"\/><figcaption class=\"wp-element-caption\"><span style=\"font-weight: 400;\">Source: <\/span><a href=\"https:\/\/www.reddit.com\/r\/singularity\/comments\/1kxnsv4\/comment\/mur6i5l\/?utm_source=share&amp;utm_medium=web3x&amp;utm_name=web3xcss&amp;utm_term=1&amp;utm_content=share_button\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><span style=\"font-weight: 400;\">Reddit<\/span><\/a><\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">With a median of 69.45, DeepSeek R1 \u2013 0528 performs reliably across a wide range of tasks (e.g., reasoning, coding, math, etc.). It delivers near Claude-level median performance at a fraction of the cost, making it one of the best value-for-money models in this list. It outperforms Gemini 2.5 Pro and even Claude Sonnet 4 in consistency while costing 5x\u20137x less.<\/span><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-deepseek-r1-0528-vs-deepseek-r1-hands-on-comparison\"><span style=\"font-weight: 400;\">DeepSeek R1-0528 vs DeepSeek R1: Hands-on Comparison<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Now let\u2019s get to a real-world comparison of DeepSeek R1 and R1-0528 on reasoning, code generation, and reliability. We\u2019ll be testing out both models on 3 different tasks to see how they perform and find out if the new upgrade actually does better.<\/span><\/p>\n<h3 class=\"wp-block-heading\" id=\"h-task-1-construct-a-user-interface-similar-to-instagram\"><span style=\"font-weight: 400;\">Task 1: Construct a User Interface Similar to Instagram<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Both models will be tasked with building an HTML page that mimics the Instagram design. This will test their code generation quality, structural understanding of UI, and correctness of logic in frontend development.<\/span><\/p>\n<p><b>Input Prompt:<\/b><span style=\"font-weight: 400;\"> \u201c<\/span><i><span style=\"font-weight: 400;\">Create a responsive HTML and CSS layout that looks like Instagram\u2019s main feed page. It should include:<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400;\">A fixed top navigation bar with the Instagram logo on the left, a search bar in the center, and navigation icons (home, messages, explore, notifications, profile) on the right.<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400;\">A sidebar on the left for navigation with icons and labels similar to Instagram (Home, Search, Explore, Reels, Messages, Notifications, Create, Profile).<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400;\">A main feed in the center showing several post cards. Each post should include:<\/span><\/i><\/p>\n<ul class=\"wp-block-list\">\n<li><i><span style=\"font-weight: 400;\">A user avatar and username at the top<\/span><\/i><\/li>\n<li><i><span style=\"font-weight: 400;\">An image<\/span><\/i><\/li>\n<li><i><span style=\"font-weight: 400;\">Action icons (like, comment, share, save)<\/span><\/i><\/li>\n<li><i><span style=\"font-weight: 400;\">A like count<\/span><\/i><\/li>\n<li><i><span style=\"font-weight: 400;\">A caption<\/span><\/i><\/li>\n<li><i><span style=\"font-weight: 400;\">A comment section<\/span><\/i><\/li>\n<\/ul>\n<p><i><span style=\"font-weight: 400;\">A sidebar on the right with suggestions for \u201cPeople you may know.\u201d<\/span><\/i><\/p>\n<h4 class=\"wp-block-heading\" id=\"h-output-by-deepseek-r1-0528\"><span style=\"font-weight: 400;\">Output by DeepSeek R1-0528:<\/span><\/h4>\n<p>\n<iframe src=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/R1-0528.mp4\" loading=\"lazy\" title=\"Output by DeepSeek R1-0528\" allowfullscreen=\"\"><\/iframe>\n<\/p>\n<h4 class=\"wp-block-heading\" id=\"h-output-by-deepseek-r1\"><span style=\"font-weight: 400;\">Output by DeepSeek R1:<\/span><\/h4>\n<p>\n<iframe src=\"https:\/\/cdn.analyticsvidhya.com\/wp-content\/uploads\/2025\/05\/R1.mp4\" loading=\"lazy\" title=\"Output by DeepSeek R1\" allowfullscreen=\"\"><\/iframe>\n<\/p>\n<h4 class=\"wp-block-heading\" id=\"h-output-comparison\"><span style=\"font-weight: 400;\">Output Comparison<\/span><\/h4>\n<p><span style=\"font-weight: 400;\">DeepSeek R1-0528 showed smoother rendering, much better UI responsiveness, and somewhat more aligned frame synchronization with each other. The image quality seems slightly sharper, too, probably because of improved internal sampling or export methods.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DeepSeek R1\u2019s transitions and rendering seem a bit slower in comparison. It has minimal frame lags or delays regarding processing, particularly in action-dense areas or transitioning frames.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">These observations imply that the R1-0528 update perhaps includes improvements to performance and visual fidelity.<\/span><\/p>\n<div class=\"table-responsive mb-3\">\n<table class=\"table table-hover table-bordered\">\n<thead\/>\n<tbody>\n<tr>\n<td><b>Feature<\/b><\/td>\n<td><b>DeepSeek R1-0528\u00a0<\/b><\/td>\n<td><b>DeepSeek R1\u00a0<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Encoding<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Properly encoded<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Missing duration metadata<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Rendering Fluidity<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Smooth and responsive<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Minor lags on frame transitions<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Visual Quality<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Crisper visuals<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Slightly soft<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Responsiveness<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Improved, especially in UI updates<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Moderate<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-task-2-planning-a-trip-to-india\"><span style=\"font-weight: 400;\">Task 2: Planning a Trip to India<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Each model will be tasked with curating a cost-effective trip to India. They will have to include an itinerary, along with costs and rationale. This will test their planning skills, knowledge of the real world, as well as their ability to create structured and actionable content.<\/span><\/p>\n<p><b>Input Prompt:<\/b><span style=\"font-weight: 400;\"> \u201c<\/span><i><span style=\"font-weight: 400;\">Plan a 3-day trip to India focused on tech, food, and history with the price of expenses mentioned.\u201c<\/span><\/i><\/p>\n<h4 class=\"wp-block-heading\" id=\"h-output-by-deepseek-r1-0528-truncated\">Output by DeepSeek R1-0528 (truncated):<\/h4>\n<p><em><span style=\"font-weight: 400;\">3-Day India Trip: Delhi &amp; Agra \u2013 Tech, Food &amp; History Adventure<\/span><\/em><br \/><em><span style=\"font-weight: 400;\">(Budget: Mid-Range Solo Traveler) \ud83d\udcb0 Total Cost: ~\u20b925,000\u201330,000 ($300\u2013360 USD)<\/span><\/em><br \/><em><span style=\"font-weight: 400;\">Prices cover food, transport, entry fees, and accommodation. Flights not included.<\/span><\/em><br \/><em><span style=\"font-weight: 400;\">Day 1: Delhi \u2013 History &amp; Food<\/span><\/em><br \/><em><span style=\"font-weight: 400;\">Focus: Mughal\/Colonial History + Street Food<\/span><\/em><br \/><em><span style=\"font-weight: 400;\">Accommodation: Mid-range hotel (Karol Bagh\/Aerocity) \u2013 \u20b92,500\/night<\/span><\/em><\/p>\n<ul class=\"wp-block-list\">\n<li><em><span style=\"font-weight: 400;\">Morning (History):<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Red Fort (UNESCO Site): Explore Mughal architecture. <\/span><span style=\"font-weight: 400;\">(Entry: \u20b9500)<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Jama Masjid: India\u2019s largest mosque. <\/span><span style=\"font-weight: 400;\">(Free entry; \u20b9300 for tower access)<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Lunch (Food): Karim\u2019s (Old Delhi) \u2013 Iconic Mughlai kebabs &amp; biryani. <\/span><span style=\"font-weight: 400;\">(\u20b9400)<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Afternoon (History):<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Raj Ghat: Gandhi\u2019s memorial. <\/span><span style=\"font-weight: 400;\">(Free)<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Humayun\u2019s Tomb (UNESCO Site): Pre-Taj Mughal marvel. <\/span><span style=\"font-weight: 400;\">(Entry: \u20b9600)<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Dinner (Food): Paranthe Wali Gali \u2013 Fried breads with fillings. <\/span><span style=\"font-weight: 400;\">(\u20b9200)<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Evening: Walk through Chandni Chowk market.<\/span><\/em><\/li>\n<\/ul>\n<p><em><span style=\"font-weight: 400;\">Daily Cost: \u20b94,500 (hotel, food, transport, entries)<\/span><\/em><\/p>\n<h4 class=\"wp-block-heading\" id=\"h-output-by-deepseek-r1-truncated\">Output by Deepseek R1 (truncated):<\/h4>\n<p><em><span style=\"font-weight: 400;\">Here\u2019s a well-balanced 3-day trip plan for India covering tech hubs, historical sites, and food experiences, with estimated expenses (in USD and INR for easy reference).<\/span><\/em><\/p>\n<p><span style=\"font-weight: 400;\">Day 1: Bangalore \u2013 The Silicon Valley of India<\/span><br \/><span style=\"font-weight: 400;\">Theme: Tech + Modern Indian Food<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Morning: Tech Exploration<\/span><br \/><span style=\"font-weight: 400;\">Visit Infosys Campus or Google Office (Outer View)\u2013 See India\u2019s IT hub (no entry inside without permission).\u00a0\u00a0<\/span><br \/><span style=\"font-weight: 400;\">Indian Institute of Science (IISc) \u2013 Premier research institute (free entry, but check visiting hours).\u00a0\u00a0<\/span><br \/><span style=\"font-weight: 400;\">Visvesvaraya Industrial &amp; Technological Museum \u2013 Interactive tech exhibits (Entry: $2 \/ \u20b9150).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cost: ~$5 \/ \u20b9400<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Afternoon: Food &amp; Culture\u00a0\u00a0<\/span><br \/><span style=\"font-weight: 400;\">Lunch at Mavalli Tiffin Rooms (MTR) \u2013 Famous for South Indian meals (~$8 \/ \u20b9600).\u00a0\u00a0<\/span><br \/><span style=\"font-weight: 400;\">Commercial Street Shopping \u2013 Quick souvenir stop (optional).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Evening: Modern Bangalore\u00a0\u00a0<\/span><br \/><span style=\"font-weight: 400;\">UB City Mall \u2013 High-end tech &amp; luxury brands.\u00a0\u00a0<\/span><br \/><span style=\"font-weight: 400;\">Dinner at Toit Brewpub \u2013 Craft beer &amp; fusion food (~$15 \/ \u20b91,200).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Total Day 1 Cost: ~$30 \/ \u20b92,500\u00a0\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You can view the complete output of both models <\/span><a href=\"https:\/\/docs.google.com\/document\/d\/1iVXb3sHLyQzbVCsY_phf5GYYYnJ8yj61MXx8OPtCbTY\/edit?tab=t.0\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><span style=\"font-weight: 400;\">here<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h4 class=\"wp-block-heading\" id=\"h-output-comparison-0\"><span style=\"font-weight: 400;\">Output Comparison<\/span><\/h4>\n<p><span style=\"font-weight: 400;\">Both models show strong skills in planning and generating structured content. However, there are differences in the style and depth of their travel planning.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DeepSeek R1-0528 plans a more cohesive travel experience using a focused location (Delhi-Agra) to minimize travel overhead. At the same time, it adds richness with experiences like tech-themed food, marble workshops, and interpretations of contemporary and modern history around culinary traditions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DeepSeek R1 covers a few major cities \u2013 Bangalore, Delhi, and Hyderabad, which certainly provides a breadth of exposure. However, it comes at a much larger cost and logistical management of experiences\u2026 it\u2019s more ambitious for sure than DeepSeek R1-0528, but less viable as a goal of being \u201ccost-effective.\u201d<\/span><\/p>\n<div class=\"table-responsive mb-3\">\n<table class=\"table table-hover table-bordered\">\n<thead\/>\n<tbody>\n<tr>\n<td><b>Aspect<\/b><\/td>\n<td><b>DeepSeek R1-0528\u00a0<\/b><\/td>\n<td><b>DeepSeek R1\u00a0<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Itinerary Scope<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Focuses on Delhi &amp; Agra \u2013 compact, well-paced<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Covers 3 cities (Bangalore, Delhi, Hyderabad) \u2013 broad but rushed<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Cost Efficiency<\/b><\/td>\n<td><span style=\"font-weight: 400;\">\u20b925,000\u201330,000 ($300\u2013360 USD) \u2013 optimized travel &amp; dining<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u20b940,000\u201350,000 ($480\u2013640 USD) \u2013 due to flights and luxury dining<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Practicality<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Higher \u2013 single base stay, short day trip to Agra<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Lower \u2013 intercity travel is demanding in 3 days<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Experience Quality<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Immersive, themed days with cultural and modern insights<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Generic tech\/history coverage with less depth<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-task-3-logical-reasoning-task\"><span style=\"font-weight: 400;\">Task 3: Logical Reasoning Task<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Both models will be presented with a logic puzzle in physics so we can assess their problem-solving skills, deductive reasoning skills, and clarity of answer explanations.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>Input Prompt:<\/strong> \u201c<\/span><i><span style=\"font-weight: 400;\">You have 3 light bulbs in a room and 3 switches outside. How do you determine which switch controls which bulb if you can only enter the room once?<\/span><\/i><span style=\"font-weight: 400;\">\u201d<\/span><\/p>\n<h4 class=\"wp-block-heading\" id=\"h-output-by-deepseek-r1-0528-0\">Output by DeepSeek R1-0528:<\/h4>\n<p><em><span style=\"font-weight: 400;\">To determine which switch controls which light bulb with only one entry into the room, follow these steps:<\/span><\/em><\/p>\n<ul class=\"wp-block-list\">\n<li><em><span style=\"font-weight: 400;\">Label the three switches outside the room as Switch 1, Switch 2, and Switch 3 for reference.<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Turn on Switch 1 and leave it on for about 5 minutes.<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">After 5 minutes, turn off Switch 1 and immediately turn on Switch 2.<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Enter the room right after turning on Switch 2 and observe the state of each bulb:<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">If a bulb is <\/span><b>on<\/b><span style=\"font-weight: 400;\">, it is controlled by <\/span><b>Switch 2<\/b><span style=\"font-weight: 400;\">.<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">If a bulb is <\/span><b>off but warm<\/b><span style=\"font-weight: 400;\"> to the touch, it is controlled by <\/span><b>Switch 1<\/b><span style=\"font-weight: 400;\"> (since it was on long enough to heat up but is now off).<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">If a bulb is <\/span><b>off and cold<\/b><span style=\"font-weight: 400;\"> to the touch, it is controlled by <\/span><b>Switch 3<\/b><span style=\"font-weight: 400;\"> (since it was never turned on).<\/span><\/em><\/li>\n<\/ul>\n<p><em><span style=\"font-weight: 400;\">Why this works:<\/span><\/em><\/p>\n<ul class=\"wp-block-list\">\n<li><em><span style=\"font-weight: 400;\">By using the time delay with Switch 1, you allow the bulb to heat up. When you turn it off, it remains warm for a short period.<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Turning on Switch 2 immediately before entering ensures that its bulb is on.<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Switch 3 remains off, so its bulb is off and cold.<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">This method leverages both the on\/off state and the temperature of the bulb as indicators, allowing you to identify all three with a single entry.<\/span><\/em><\/li>\n<\/ul>\n<p><em><b>Note:<\/b><span style=\"font-weight: 400;\"> This solution assumes the light bulbs are incandescent and generate noticeable heat when on. If the bulbs are LED or another type that does not produce heat, this method may not work, but traditional puzzles assume heat-generating bulbs.<\/span><\/em><span style=\"font-weight: 400;\"><br \/><\/span><\/p>\n<h4 class=\"wp-block-heading\" id=\"h-output-by-deepseek-r1-0\">Output by DeepSeek R1:<\/h4>\n<p><em><span style=\"font-weight: 400;\">The Classic Light Bulb Puzzle: Solution<\/span><\/em><\/p>\n<p><em><span style=\"font-weight: 400;\">Problem Statement:\u00a0\u00a0<\/span><\/em><\/p>\n<p><em><span style=\"font-weight: 400;\">You have 3 switches outside a room and 3 bulbs inside the room. You can turn the switches on or off, but you can only enter the room once to inspect the bulbs. How do you determine which switch controls which bulb?<\/span><\/em><\/p>\n<p><em><span style=\"font-weight: 400;\">Step-by-Step Solution:<\/span><\/em><\/p>\n<ol class=\"wp-block-list\">\n<li><em><span style=\"font-weight: 400;\"> Label the switches for clarity (e.g., Switch A, Switch B, Switch C).<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\"> Turn on Switch A and leave it on for about 5 minutes.\u00a0\u00a0<\/span><\/em><\/li>\n<\/ol>\n<p><em><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u2013 This duration allows the bulb controlled by Switch A to heat up (incandescent bulbs warm up noticeably).<\/span><\/em><\/p>\n<ol start=\"3\" class=\"wp-block-list\">\n<li><em><span style=\"font-weight: 400;\"> After 5 minutes, turn off Switch A and immediately turn on Switch B.\u00a0\u00a0<\/span><\/em><\/li>\n<\/ol>\n<p><em><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u2013 Now:<\/span><\/em><\/p>\n<p><em><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u2013 Switch A: Off (but bulb is warm)<\/span><\/em><\/p>\n<p><em><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u2013 Switch B: On (bulb is lit)<\/span><\/em><\/p>\n<p><em><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u00a0\u00a0\u2013 Switch C: Off (bulb is cold and off)<\/span><\/em><\/p>\n<ol start=\"4\" class=\"wp-block-list\">\n<li><em><span style=\"font-weight: 400;\"> Enter the room to observe the bulbs:<\/span><\/em><\/li>\n<\/ol>\n<p><em><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u2013 Bulb that\u2019s ON \u2192 Controlled by Switch B (since it\u2019s currently receiving power).<\/span><\/em><\/p>\n<p><em><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u2013 Bulb that\u2019s OFF but WARM \u2192 Controlled by Switch A (was recently on and heated up).<\/span><\/em><\/p>\n<p><em><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0\u2013 Bulb that\u2019s OFF and COLD \u2192 Controlled by Switch C (was never turned on).<\/span><\/em><\/p>\n<p><em><span style=\"font-weight: 400;\">\u00a0Key Insight:<\/span><\/em><\/p>\n<ul class=\"wp-block-list\">\n<li><em><span style=\"font-weight: 400;\">Uses heat (from the bulb being on) and light (current state) as indicators.<\/span><\/em><\/li>\n<li><em><span style=\"font-weight: 400;\">Works only with incandescent bulbs (not LEDs or CFLs, which don\u2019t heat up as noticeably).<\/span><\/em><\/li>\n<\/ul>\n<p><em><b>Summary Table:<\/b><\/em><\/p>\n<div class=\"table-responsive mb-3\">\n<table class=\"table table-hover table-bordered\">\n<thead\/>\n<tbody>\n<tr>\n<td><em><b>Bulb State<\/b><\/em><\/td>\n<td><em><b>Controlling Switch<\/b><\/em><\/td>\n<\/tr>\n<tr>\n<td><em><span style=\"font-weight: 400;\">On<\/span><\/em><\/td>\n<td><em><span style=\"font-weight: 400;\">Switch B<\/span><\/em><\/td>\n<\/tr>\n<tr>\n<td><em><span style=\"font-weight: 400;\">Off but Warm<\/span><\/em><\/td>\n<td><em><span style=\"font-weight: 400;\">Switch A<\/span><\/em><\/td>\n<\/tr>\n<tr>\n<td><em><span style=\"font-weight: 400;\">Off and Cold<\/span><\/em><\/td>\n<td><em><span style=\"font-weight: 400;\">Switch C<\/span><\/em><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><em><span style=\"font-weight: 400;\">This method reliably maps all 3 switches to their bulbs in a single room entry.<\/span><\/em><\/p>\n<h4 class=\"wp-block-heading\" id=\"h-output-comparison-1\"><span style=\"font-weight: 400;\">Output Comparison<\/span><\/h4>\n<p><span style=\"font-weight: 400;\">Both models accurately identify the puzzle solution using the standard approach of using heat and light to eliminate switches. However:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DeepSeek R1-0528 provides a more concise, readable, and efficient answer, where it highlights practical steps and includes a helpful note about bulb type compatibility.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DeepSeek R1 offers a more instructional, formal organization of text with helpful headings, a summary table, and slightly more elaboration on all of the decision steps.<\/span><\/p>\n<div class=\"table-responsive mb-3\">\n<table class=\"table table-hover table-bordered\">\n<thead\/>\n<tbody>\n<tr>\n<td><b>Aspect<\/b><\/td>\n<td><b>DeepSeek R1\u00a0<\/b><\/td>\n<td><b>DeepSeek R1-0528\u00a0<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Correctness<\/b><\/td>\n<td><span style=\"font-weight: 400;\"> Correct and complete<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Correct and complete<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Clarity of Explanation<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Slightly verbose with a formal tone<\/span><\/td>\n<td><span style=\"font-weight: 400;\">More concise and user-friendly<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Structure &amp; Format<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Uses headers, markdown, and a summary table<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Bullet-pointed, sequential; ends with a rationale paragraph<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Extra Insight<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Highlights bulb types and scenario assumptions<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Adds note about LED vs incandescent compatibility<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-result-overview\"><span style=\"font-weight: 400;\">Result Overview<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">DeepSeek R1-0528 showed significant performance enhancements compared to R1 across all tasks. In trip planning, R1-0528 provided a more useful cost-effective, and organized itinerary. The video output evidenced a smoother and more polished output that likely implies improved rendering. In the logic puzzle activity, both solved the task correctly, however, R1-0528 also gave a more brief and natural description. Overall, R1-0528 is more usable, flexible\/ relevant, and grounded for day-to-day tasks.<\/span><\/p>\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\"><span style=\"font-weight: 400;\">Conclusion<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">DeepSeek R1-0528 is a considerable advancement in the democratization of advanced AI technologies. It combines state-of-the-art performance with open-source availability to challenge proprietary models with its compatibility and ease of use, while allowing more individuals to leverage cutting-edge AI for research, development, and business use. Whether you are a developer who wants to build intelligent applications, a researcher eager to explore novel AI frontiers, or a business wanting cost-effective and innovative solution providers, DeepSeek R1-0528 is a uniquely focused and capable platform for the future.<\/span><\/p>\n<div class=\"border-top py-3 author-info my-4\">\n<div class=\"author-card d-flex align-items-center\">\n<div class=\"flex-shrink-0 overflow-hidden\">\n                                    <a href=\"https:\/\/www.analyticsvidhya.com\/blog\/author\/jsoumil03267854504\/\" class=\"text-decoration-none active-avatar\"><br \/>\n                                                                       <img decoding=\"async\" src=\"https:\/\/av-eks-lekhak.s3.amazonaws.com\/media\/lekhak-profile-images\/converted_image_reG34wL.webp\" width=\"48\" height=\"48\" alt=\"Soumil Jain\" loading=\"lazy\" class=\"rounded-circle\"\/><\/p>\n<p>                                <\/a>\n                                <\/div>\n<\/p><\/div>\n<p>Data Scientist | AWS Certified Solutions Architect | AI &amp; ML Innovator<\/p>\n<p>As a Data Scientist at Analytics Vidhya, I specialize in Machine Learning, Deep Learning, and AI-driven solutions, leveraging NLP, computer vision, and cloud technologies to build scalable applications.<\/p>\n<p>With a B.Tech in Computer Science (Data Science) from VIT and certifications like AWS Certified Solutions Architect and TensorFlow, my work spans Generative AI, Anomaly Detection, Fake News Detection, and Emotion Recognition. Passionate about innovation, I strive to develop intelligent systems that shape the future of AI.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<p><h4 class=\"fs-24 text-dark\">Login to continue reading and enjoy expert-curated content.<\/h4>\n<p>                        <button class=\"btn btn-primary mx-auto d-table\" data-bs-toggle=\"modal\" data-bs-target=\"#loginModal\" id=\"readMoreBtn\">Keep Reading for Free<\/button>\n                    <\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>DeepSeek\u2019s most recent update, R1-0528, may be called a \u201cminor trial upgrade,\u201d but it makes major leaps. With considerable advancements in reasoning, code generation, and dependability, R1-0528 places DeepSeek as an open-source contender to Gemini 2.5 Pro. It even approaches OpenAI\u2019s o3 and o4-mini in terms of code benchmarks. In this blog, we\u2019ll explore the [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":262464,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12033],"tags":[7633,5614],"dealstore":[],"offerexpiration":[],"class_list":["post-262463","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-analytics","tag-matters","tag-whats"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What\u2019s New and Why It Matters - Som2ny Network<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fivemor.com\/?p=262463\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What\u2019s New and Why It Matters - Som2ny Network\" \/>\n<meta property=\"og:description\" content=\"DeepSeek\u2019s most recent update, R1-0528, may be called a \u201cminor trial upgrade,\u201d but it makes major leaps. 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With considerable advancements in reasoning, code generation, and dependability, R1-0528 places DeepSeek as an open-source contender to Gemini 2.5 Pro. It even approaches OpenAI\u2019s o3 and o4-mini in terms of code benchmarks. 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