vibe coding

Winsage
June 4, 2026
Microsoft is introducing Scout, its first Autopilot agent designed to enhance productivity within the Microsoft 365 ecosystem by autonomously managing tasks and providing timely notifications. Scout will integrate with applications like Teams, Outlook, OneDrive, and SharePoint, utilizing OpenClaw's open-source technology to manage emails, summarize documents, and allocate time for overdue tasks. To ensure safety, Microsoft has implemented Execution Containers, which define access parameters for agents and integrate with existing security tools like Defender and Intune. Additionally, Microsoft Discovery is now available to all researchers, allowing them to use AI in scientific research with a user-friendly chatbot interface. Microsoft also unveiled Rayfin, a tool that simplifies app development by enabling users to define backend systems through code and deploy them directly to Microsoft Fabric.
AppWizard
June 4, 2026
Megan Ellis explored vibe coding, a method that simplifies app development for both experienced and novice developers, allowing users to create functional applications in minutes. She began her journey through a Google AI course that introduced her to Google AI Studio, where she found the learning curve to be gentle, completing a simple spreadsheet analyzer app in 30 minutes. Most vibe coding tools focus on web app development, but recent updates have made Android app creation more accessible. Although no coding experience is necessary to engage in vibe coding, there are significant security risks associated with the apps created, leading Ellis to refrain from publishing her work. She found troubleshooting to be easier than expected, thanks to AI tools that helped resolve issues quickly. Additionally, she can keep her apps private using AI Studio's share link feature, allowing her to use them without public exposure.
AppWizard
May 21, 2026
Google has updated its "Android Bench" rankings, introducing new AI models for Android app development, including open-weight models. The latest rankings, as of May 18, 2026, show GPT 5.5 at the top, surpassing GPT 5.4 and Gemini 3.1 Pro by nearly 2%. The update provides metrics such as average latency, total tokens used, and average cost per benchmark run. GPT 5.5 has a score of 74, with an average latency of 15.5, total tokens of 64.5, and an average cost of .9. In comparison, GPT 5.4 has a score of 72.4, with an average latency of 21.2, total tokens of 64.2, and an average cost of [openai_gpt model="gpt-4o-mini" prompt="Summarize the content and extract only the fact described in the text bellow. The summary shall NOT include a title, introduction and conclusion. Text: Google has refreshed its “Android Bench” rankings, unveiling a new lineup of AI models tailored for Android app development. This update introduces several “open-weight” models and provides deeper insights into the performance metrics, including token usage and associated costs. Large language models have increasingly demonstrated their prowess in coding, significantly enhancing the app development process. This trend has given rise to what is now known as “vibe coding.” Earlier this year, Google released a benchmark ranking that evaluated the top AI models for Android development, focusing on common tasks and adherence to best practices. Initially, the rankings were led by Gemini 3.1 Pro, with OpenAI’s GPT 5.4 later sharing the spotlight. However, as of the latest update on May 18, 2026, a new contender has emerged. GPT 5.5 has claimed the top position, surpassing GPT 5.4 and Gemini 3.1 Pro by nearly 2%. This update also enhances clarity by presenting average latency, total tokens utilized, and the average cost associated with each AI model. Google has provided documentation detailing the methodology behind these metrics. Average Latency: Time taken to complete 100 tasks across 10 runs Average Total Tokens: Token consumption for a complete benchmark run across 10 iterations Average Cost: Cost per benchmark run in US dollars at the time of testing While GPT 5.5 boasts superior performance, it comes at a cost—over twice that of Gemini 3.1 Pro for equivalent functions. Here’s a look at the top ten models based on Google’s latest data as of May 21, 2026: Model Score Avg Latency Avg Total Tokens Avg Cost New: GPT 5.5 74 15.5 64.5 3.9 GPT 5.4 72.4 21.2 64.2 .7 Gemini 3.1 Pro Preview 72.4 11.5 75.4 .0 New: Claude Opus 4.7 68.7 11.6 90.0 4.3 GPT 5.3 Codex 67.7 11.2 71.4 .6 Claude Opus 4.6 66.6 9.9 69.5 .4 GPT 5.2 Codex 62.5 24.3 124.4 1.9 Claude Opus 4.5 61.9 12.5 79.8 2.5 Gemini 3 Pro Preview 60.4 9.8 117.0 .7 New: GLM 5.1 59.7 33.4 80.2 .7 The rankings now feature a wider array of open-weight models, including Gemma, Qwen, DeepSeek, and MiMo, among others. GLM 5.1 has emerged as the highest scorer among these newcomers, closely followed by Kimi K2.6. Google is committed to updating the “Android Bench” on a monthly basis. With the anticipated release of Gemini 3.5 Pro and the already available 3.5 Flash, the competitive landscape will be intriguing to watch as Google seeks to reclaim its lead against OpenAI's advancements. More on Android: Follow Ben: Twitter/X, Threads, Bluesky, and Instagram FTC: We use income earning auto affiliate links. More." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"].7. Gemini 3.1 Pro has the same score as GPT 5.4 but with different latency and token metrics. The rankings also include other models like Claude Opus 4.7, GPT 5.3 Codex, and GLM 5.1, which has emerged as the highest scorer among newcomers. Google plans to update the rankings monthly.
AppWizard
May 19, 2026
The indie horror game, Beyond The Dark, was initially launched as Rodent Race in December 2024 and underwent a branding and gameplay overhaul, emerging in its current form a few weeks ago. The transition began on May 4, raising concerns about Steam's review process. Cybersecurity expert Eric Parker noted that Beyond The Dark disguised its true intentions by appearing as a standard horror game while collecting personal data from players. The game was ultimately removed from Steam due to community reports. The trend of 'vibe coding' using AI tools poses a risk for malware-infested games on Steam, prompting a need for reevaluation of Valve's protocols. Gamers are advised to remain vigilant and skeptical of enticing offers, especially free-to-play games.
Tech Optimizer
April 25, 2026
Microsoft has announced that users of Windows 11 do not need additional antivirus software, as Microsoft Defender is built-in and provides sufficient protection against malware, suspicious downloads, and phishing sites. OpenAI has shifted its advertising model for ChatGPT from cost-per-thousand impressions (CPM) to pay-per-click (CPC), allowing advertisers to bid between and per click. Yelp has upgraded its AI-powered assistant to answer inquiries, recommend services, and facilitate bookings through natural language processing, integrating with platforms like Vagaro and Calendly. Google has increased usage limits for subscribers of Google AI Pro and AI Ultra in Google AI Studio, making app creation more accessible and simplifying cost assessments for developers. HubSpot has introduced an outcome-based pricing model for its Breeze Customer Agent and Breeze Prospecting Agent, reducing costs per resolved conversation from to [openai_gpt model="gpt-4o-mini" prompt="Summarize the content and extract only the fact described in the text bellow. The summary shall NOT include a title, introduction and conclusion. Text: Welcome to this week’s edition of The Main Street Tech Report, where we delve into the latest advancements in small business technology. Here are five notable developments in AI, automation, and digital tools that have surfaced recently, along with their implications for your business. Microsoft Officially Says You Don't Need Extra Antivirus on Windows 11 In a recent announcement, Microsoft has clarified that users of Windows 11 do not require additional antivirus software. As reported by PCWorld, Microsoft Defender, the built-in protection software, is touted as “the most secure Windows yet.” This tool is activated by default and consistently updates to guard against malware, suspicious downloads, and phishing sites. While Microsoft acknowledges that users with multiple devices or those needing parental controls might consider supplementary protection, for the majority, the fully updated Windows Defender suffices. Why this is important for your small business: This development may not be welcomed by antivirus software manufacturers, but it underscores a significant shift in how security is approached. It raises the question of why such protection wasn’t integrated into operating systems sooner. For small businesses, collaborating with IT professionals to optimize Microsoft Defender is crucial. Ensuring that operating systems are updated and avoiding unnecessary bloatware from antivirus vendors can streamline security efforts. OpenAI Turns on Cost-Per-Click Ads Inside ChatGPT OpenAI has transitioned its advertising model for ChatGPT from a cost-per-thousand impressions (CPM) to a pay-per-click (CPC) system, as highlighted by Digiday. Advertisers can now bid between and per click, allowing for more direct and measurable engagement results. This change comes after a notable decline in CPM rates, which fell from to as low as since February. Gartner analyst Nicole Greene notes that this shift provides advertisers with consistent metrics to justify reallocating their budgets to OpenAI. Why this is important for your small business: As ChatGPT and similar AI platforms adopt a CPC model, businesses may find themselves navigating a challenging landscape. My own experiences with CPC advertising have often led to discrepancies between reported clicks and actual engagement, leaving many advertisers frustrated. Small businesses should approach these platforms with caution, ensuring they have clear tracking mechanisms in place to evaluate the effectiveness of their ad spend. Yelp Launches AI-Powered Assistant to Streamline Local Search and Bookings Yelp has enhanced its AI-powered assistant, Yelp Assistant, which now goes beyond merely listing businesses. This upgraded tool can answer inquiries, recommend services, and facilitate reservations or appointments through natural language processing. With integrations into platforms like Vagaro, Zodoc, and Calendly, Yelp is evolving from a search engine to a transaction-driven assistant, thereby enhancing the user experience. Why this is important for your small business: While my focus is primarily on B2B technology services, businesses in the B2C sector should take note of Yelp’s new capabilities. Engaging deeply with Yelp’s AI offerings could yield significant benefits, particularly for companies that align well with its audience. Collaborating with Yelp experts may also prove advantageous for those looking to maximize their presence on the platform. Start Vibe coding in AI Studio With Your Google AI Subscription Google has announced that subscribers to Google AI Pro and AI Ultra will enjoy increased usage limits in Google AI Studio, facilitating app creation. This update includes access to Gemini Pro and Nano Banana Pro, simplifying the transition from experimentation to production for developers. Previously, managing API keys and usage charges posed challenges, but the new subscription model allows for better cost assessment before committing to API pricing. Why this is important for your small business: While Claude has garnered attention in the AI space, Google’s advancements in AI Studio position it as a formidable player. As the company continues to roll out innovative tools, small businesses should keep a close watch on developments, particularly with the upcoming Google I/O event on May 19th, which promises to unveil exciting AI innovations. HubSpot Introduces Outcome-Based Pricing for AI Agents Starting April 14 HubSpot has launched an “outcome-based pricing” model for its Breeze Customer Agent and Breeze Prospecting Agent. This approach ties costs to completed tasks rather than just licensing fees. For instance, the cost per resolved conversation has dropped from to [cyberseo_openai model="gpt-4o-mini" prompt="Rewrite a news story for a business publication, in a calm style with creativity and flair based on text below, making sure it reads like human-written text in a natural way. The article shall NOT include a title, introduction and conclusion. The article shall NOT start from a title. Response language English. Generate HTML-formatted content using tag for a sub-heading. You can use only , , , , and HTML tags if necessary. Text: Welcome to The Main Street Tech Report, your weekly roundup of the most important small business technology news. Here are five key developments in AI, automation, and digital tools that emerged this week-and what they mean for your business.Microsoft Officially Says You Don't Need Extra Antivirus on Windows 11Hans-Christian Dirscherl of PCWorld reports that Microsoft has announced Windows 11 users do not need to add third-party antivirus software. According to the company, Microsoft Defender – Windows 11 built-in protection software – has made it “the most secure Windows yet.” Defender is activated by default and continuously updates to protect against malware, suspicious downloads, and phishing websites. Microsoft suggests for those who run multiple devices or implement parental controls may want to add an extra layer of protection but for most users Windows Defender is enough, providing it’s fully updated. (Source: PCWorld)Why this is important for your small business: I’m sure the makers of anti-virus software aren’t thrilled to hear that news, but wasn’t the writing on the wall? I always wondered why anti-virus and malware protection wasn’t already built into a device’s operating system and turns out it is (and probably always was). My advice is to work with your IT professionals to fully configure Microsoft Defender to provide protection, ensure that your users are upgrading their operating system when required and leave out any additional bloatware from anti-virus software makers.OpenAI Turns on Cost-Per-Click Ads Inside ChatGPTOpenAI has switched its ChatGPT ads to pay-per-click pricing in a significant shift from its previous cost per thousand impressions model, Digiday reports. According to details, advertisers can bid between $3 and $5 per click in the Ads Manager interface. Cost per clicks give advertisers more direct, measurable results for customer engagement in comparison to CPMs. And since February, the rate for CPMs has dropped from $60 to as low as $25, decreasing ad revenue for OpenAI. The benefit for advertisers is CPCs allow them to compare their ad spend on other platforms like Google. Gartner analyst Nicole Greene said, “In a world where everything is changing due to AI tech and consumer behaviors, this consistent measurement will help advertisers justify reallocation of spend to OpenAI.” (Source: Digiday)Why this is important for your small business: Sadly, ChatGPT – and likely other AI platforms – is heading down the same “cost-per-click” black hole that Google prefers. And it really is a black hole. My experience with CPC is frustrating and disappointing: Google tells me an ad got a thousand clicks and yet my landing page shows five people hit it. Why the difference? No one ever answers that question and yet my ad budget is duly depleted. Yelp Launches AI-Powered Assistant to Streamline Local Search and BookingsYelp has made significant upgrades to its AI-powered assistant – Yelp Assistant. Instead of just producing listings, the assistant can answer questions, recommend businesses, and complete actions like reservations or appointments. Users can complete these tasks using natural language with Yelp Assistant that can interpret complex queries and requests.Yelp’s large database of reviews and photos help explain why a specific business fits the request. The system is now integrated with platforms such as Vagaro (beauty/wellness), Zodoc (healthcare appointments), and Calendly. Also new is Menu Vision – a feature that allows users to view menus up-close before ordering. Yelp is evolving from a search/discovery engine to a transaction-powered assistant, making the search experience smoother. (Source: Search Engine Land)Why this is important for your small business: My company sells technology services and software B2B so I’m less inclined to use Yelp. But if I were a B2C company or my business was more attuned to Yelp’s audience I would be diving deeply into the platform’s latest AI offerings and integrations. I would probably be using an outside Yelp expert as well. I’ve worked with other small businesses who have done well reaching prospects on Yelp but only after investing a considerable amount of effort and resources to do so.Start Vibe coding in AI Studio With Your Google AI SubscriptionThis week, Google announced that Google AI Pro and AI Ultra subscribers have “increased usage limits” in Google AI Studio to make app creation more accessible. This includes access to Gemini Pro and Nano Banana Pro, making it easier for developers and hobbyists to transition from experiments to production. Before this update, developers had to manage API (Application Programming Interface) keys, quotas and usage-based charges early in the process. Now developers can more easily assess monthly costs before committing to API pricing through this new subscription model. “These benefits offer an easy entry point to developers who would like to experiment and prototype more deeply with AI Studio,” Google stated. (Source: Google)Why this is important for your small business: Claude has been receiving all the “vibe-coding” attention lately (with a little shared with OpenAI) but my prediction is that Google is going to ultimately be the main player, particularly as it rolls out more tools within their AI Studio to help developers create solutions. Keep a close eye on the upcoming Google I/O event on May 19th where I’m expecting the company to announce many blow-your-mind AI developments.HubSpot Introduces Outcome-Based Pricing for AI Agents Starting April 14HubSpot has introduced “outcome-based pricing” for its Breeze Customer Agent and Breeze Prospecting Agent, offering a more valuable way for businesses to leverage AI. Rather than paying just for licenses, HubSpot’s new model attaches costs to completed tasks. According to the company, the cost per conversation has been reduced to $0.50 from $1 per “resolved conversation” by its Breeze Prospecting Agent. For the Prospecting Agent, the cost is $1 per qualified lead. This move by HubSpot demonstrates an understanding that businesses are looking for measurable ROI that could make adoption easier for those who are more skeptical about AI tools. “Businesses are being asked to make big bets on AI right now… Outcome-based pricing removes that risk,” HubSpot’s Chief Customer Officer, Jon Dick, said. (Source: Small Business Trends)Why this is important for your small business:This is a very interesting way to price a product and one that’s more suitable to companies looking for clear ROI on their technology investments. As a CRM provider, it’s always difficult to quantify the value of what we sell. This type of approach makes it a more tangible discussion.“Have a technology story that small business owners should know about? Share it with me on X @genemarks, and it may be featured in a future edition of The Main Street Tech Report.”" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" ].50, while the cost for qualified leads remains at . This pricing strategy reflects an understanding of businesses' needs for measurable ROI, making AI adoption more appealing. Why this is important for your small business: This innovative pricing model offers a tangible way for businesses to assess the value of their technology investments. As a CRM provider, quantifying value can be challenging, but outcome-based pricing fosters a more concrete discussion around ROI. Small businesses should consider how such models can enhance their technology strategies and drive measurable results. Have a technology story that small business owners should know about? Share it with me on X @genemarks, and it may be featured in a future edition of The Main Street Tech Report." max_tokens="3500" temperature="0.3" top_p="1.0" best_of="1" presence_penalty="0.1" frequency_penalty="frequency_penalty"].50 and maintaining a cost per qualified lead.
AppWizard
April 4, 2026
Using ADB via the command line can be cumbersome, prompting the desire to create a tailored application focused on the APK installation workflow, including wireless debugging pairing, file browsing, and bundle unpacking. A recent poll indicated that 48% of respondents use ADB fairly often, while 35% have used it once or twice. The author, a moderately skilled programmer, explored AI-assisted "vibe coding" to develop an app in Go, chosen for its simplicity and cross-platform capabilities. The project began with outlining its structure and creating a basic ADB wrapper in Go, which evolved into a functional terminal application within three days of part-time effort. The app, a compact 7MB executable, manages ADB sessions, allows pairing with Android devices over USB or Wi-Fi, includes a file explorer, and supports installing and unpacking various app bundles. Despite its usefulness, the author noted a limited understanding of Go due to reliance on AI for problem-solving. The app's source code is available on the Tiny APK Installer GitHub repository.
AppWizard
March 27, 2026
Google is introducing Vibe Coding XR, an experimental workflow that allows users to create virtual reality (VR) applications from simple text prompts in under a minute. This approach, part of a trend called "vibe coding," uses artificial intelligence to interpret user intent rather than relying on traditional coding. It leverages Gemini AI models and the open-source framework XR Blocks, which consist of pre-constructed modules for various functionalities. Users can generate diverse scenarios, such as a physics lab or a Schrödinger’s Cat simulation, by describing their desired scene. Vibe Coding XR is designed for Android XR, particularly optimized for the Samsung Galaxy XR headset, but also offers a simulated reality environment for desktop Chrome. Internal evaluations show that the Gemini Flash model can create prototypes in about 20 seconds, while the Gemini Pro model is preferred for complex tasks. Vibe Coding XR is intended as a rapid prototyping tool for educators and developers, not as a replacement for professional developers. Google plans to showcase this technology at the ACM CHI 2026 conference from April 13 to April 17.
AppWizard
March 18, 2026
OpenAI has introduced the GPT 5.4 mini and nano models, making advanced AI capabilities accessible to free users of the ChatGPT platform. The GPT 5.4 mini operates more than twice as fast as its predecessor and closely matches the performance of the larger GPT 5.4 model in key evaluations. These models are designed for environments where latency is critical, excelling in coding, reasoning, multimodal understanding, and tool utilization. The GPT 5.4 mini is available in ChatGPT’s free and Go tiers, as well as in OpenAI’s API and Codex, while the nano variant is accessible exclusively through the API, both at lower costs than the original GPT 5.4 model.
AppWizard
March 6, 2026
Google has introduced Android Bench, a tool for assessing AI model performance in Android app development. The top performer is Gemini 3.1 Pro, scoring 72.2%, followed by Claude Opus 4.6 at 66.6% and GPT 5.2 Codex at 62.5%. The benchmark evaluates models through real-world Android coding challenges with task completion rates between 16% and 72%. Google aims to facilitate the creation of Android applications from user prompts and has made the benchmark's methodology and tools available on GitHub.
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