Sanity testing plays a crucial role in modern software development by ensuring that recent code changes, bug fixes, or minor enhancements do not introduce new issues into an application. In fast-paced development environments where continuous integration and frequent deployments are common, sanity testing provides a quick and focused method to validate that specific functionality works as expected before moving to more extensive testing phases. Unlike full regression testing, which evaluates the entire system, sanity testing concentrates only on the modified components, saving both time and effort while maintaining software stability.

This type of testing is typically performed after minor updates, patches, or bug fixes when developers need quick confirmation that the recent changes did not negatively impact existing functionality. It helps teams detect critical issues early, preventing unstable builds from progressing further in the Software Development Life Cycle (SDLC). Because sanity testing is limited in scope and quick to execute, it allows development teams to maintain productivity without sacrificing quality.

Sanity testing is especially valuable in agile and DevOps environments where rapid releases are frequent. It provides immediate feedback, reduces testing cycles, and improves collaboration between developers and QA teams. By focusing on affected modules, sanity testing minimizes unnecessary testing efforts and helps maintain release timelines. Additionally, it supports continuous delivery pipelines by ensuring that builds remain stable before deployment.

Modern tools such as Selenium, Postman, Cypress, Jenkins, and TestNG are commonly used to automate or assist sanity testing workflows. These tools help teams quickly validate UI components, APIs, and backend services after minor changes.

Overall, sanity testing acts as a safety checkpoint in the development process. By quickly validating recent updates and identifying potential risks early, teams can deliver reliable software faster and with greater confidence. Integrating sanity testing into the development workflow ultimately improves software quality, reduces debugging costs, and enhances the overall user experience.

Large Language Models (LLMs) have significantly transformed the way developers write, debug, and maintain software in 2026. What once started as simple autocomplete suggestions has now evolved into intelligent AI-powered coding assistants capable of understanding complex codebases, generating production-ready code, and helping developers solve challenging programming problems faster. These advanced coding LLMs are becoming an essential part of modern development workflows, improving productivity, reducing errors, and accelerating software delivery.

Modern coding LLMs can assist developers in multiple ways, including generating code snippets, debugging errors, explaining unfamiliar code, refactoring legacy systems, and even creating technical documentation automatically. With the ability to understand natural language prompts, developers can now describe what they want to build, and AI models can generate structured, clean, and optimized code across multiple programming languages. This makes LLMs especially useful for startups, enterprise teams, and individual developers looking to increase efficiency and reduce development time.

Choosing the best LLM for coding in 2026 depends on several important factors such as accuracy, context window size, supported programming languages, integration with development tools, pricing, and privacy requirements. Proprietary models like GPT-5, Claude, and Gemini are known for their strong reasoning abilities, large context windows, and enterprise-grade integrations. These models often deliver highly accurate results and are widely used by professional development teams.

On the other hand, open-source alternatives such as DeepSeek-Coder, Code Llama, StarCoder, and Mistral Codestral are gaining popularity due to their flexibility, cost-effectiveness, and self-hosting capabilities. These models allow developers to maintain privacy, customize workflows, and avoid vendor lock-in.

As AI continues to evolve, coding LLMs are becoming powerful AI pair programmers that help developers build better software faster. This guide explores the best LLMs for coding in 2025 and helps developers choose the right AI coding assistant based on their specific needs and development workflows.

If you're building your startup's content engine, this is one of those things that seems minor until it bites you.

Your writer states a fact without a citation. Seems fine. But depending on the context, the audience, and the platform, that fact might need a source. And if a plagiarism checker flags it, your team wastes time rewriting content that could've been handled correctly the first time.

We wrote a clear guide covering what counts as common knowledge, what doesn't, and how to make the right call when it's not obvious.

Full guide: common-knowledge-vs-plagiarism

Free online plagiarism remover: Plagiarism Changer

I’m looking to connect with more developers and tech enthusiasts on daily.dev. It’s been my go-to spot for staying updated with the latest in tech, and I’d love to have more of this community over there. If you want to keep up with the latest trends, share insights, and see what’s bubbling up in the dev world, come join the squad!

👉 Join here: https://dly.to/x1bQADnpLC7

Let’s keep learning and building together! 👨💻✨

Chinese video surveillance companies will be barred from selling internet-connected CCTV cameras and other video surveillance products from April 1, when new certifying rules come into effect.

Chinese brands had ~33% share till 2025; domestic firms now hold >80% share. Certification denial covers products using Chinese chipsets, shifting supply chains.

Mistral AI has released Voxtral TTS, a high-performance, 4-billion parameter open-weights text-to-speech model that competes directly with proprietary tools like ElevenLabs.

It runs on 3 GB of RAM locally and is free. It supports nine languages, offers 3-second voice cloning with high similarity, and delivers sub-second, low-latency performance suitable for on-device applications.

Key Features of Voxtral TTS:

• Performance: Achieved high win rates in human evaluation against top competitors, with superior speaker similarity.
• Efficiency: The 4B model is lightweight enough to run on consumer hardware (laptops, GPUs).
• Voice Cloning: Requires only 3-5 seconds of reference audio for voice cloning and supports cross-lingual voice adoption.
• Capabilities: Generates highly emotive, expressive, and natural-sounding speech across nine languages including English, German, Spanish, and Hindi.
• License: Released under an open-source, permissive license (Apache 2.0), making it available for developers to deploy freely.

This release is part of Mistral's strategy to move into audio and provide open-source alternatives to premium voice AI services.

Source: Mistral

We are excited to announce that our UIHut - UI Kit, Illustrations, 3D Assets Figma Plugin has just hit a major milestone with over 15,000 users on the Figma Community. It speaks volumes about the value it brings to designers and developers worldwide.

👉 Check the plugin: https://www.figma.com/community/plugin/1401906007073649951/uihut-ui-kit-illustrations-3d-assets

UP govt states, the MoU has been cancelled in the interest of transparency and highest level of probity in governance.

Previously announced MoU between Puch AI and Govt of Uttar Pradesh of ₹25,000 Crore, caused a huge uproar online by public, asking what due diligence had been done and what a 1-year-old startup with revenue of less than ₹50 Lakh/year, and valued at ~₹400 crores has been given this opportunity.

Invest UP's statement as below

As per standard protocols laid by State Government, the MoU signed with Puch AI on 23 Mar 2026 was reviewed.

Necessary details as per SOP were sought from the investor, but they failed to provide them timely. Due diligence showed lack of net worth and credible financial linkages for the project's scale. On directions of the State Government, the MoU is cancelled effective today. No rights or obligations remain.

The MoU has been cancelled in the interest of transparency and highest level of probity in governance, which are in the core of Government of Uttar Pradesh.

Source: Invest UP

Feeling limited by Jekyll? Upgrade to Hugo's blazing speed & management ease! Our migration service ensures a smooth transition. Hugo can be the perfect choice for businesses that performs well and protected from security threats.

Check: https://gethugothemes.com/jekyll-to-hugo

Y Combinator's first-ever Startup School India — a one-day, in-person gathering of the most ambitious builders across India.

YC is hosting our first-ever Startup School India in Bangalore on April 18th.

Startup School India will bring together two thousand of the top founders, engineers, and builders across India to hear from leading startup founders and investors. This is a 100% free event and every attendee is hand-picked. Speakers include the founders of Meesho, Razorpay, Groww, and Emergent, top investors from Nexus and Peak XV, and YC Partners Jared Friedman, Ankit Gupta, and Jon Xu.

Who should attend: This conference is for engineers and builders who are excited about startups. College students in computer science, industry professionals, and top senior secondary students are all welcome. You don’t need to have or be working on a startup - we’re especially excited to meet great builders who might be interested in starting or joining a startup in the future.

Register here at YC.

Source: Y Combinator

Dream Street is planning to compete with Zerodha and Grow, to offer AI-led investing tools to attract new users and provide deep research insights.

"The problem today is that 90 percent of the market loses money, and nobody is helping them in a deep and personalized way. We see everyone focusing on the 10 percent of the people that make money and stay on the platform," Harsh Jain told Moneycontrol.

Key Points:

• Dream Sports to launch Dream Street stock broking platform soon
• Dream Sports aims to help retail investors with AI-driven tools
• Dream Street is the latest expansion of Dream Sports' broader financial services and wealth management portfolio.

Source: Money Control

Apple Business combines built-in mobile device management, business email and calendar services with custom domain support, and a powerful new option to reach local customers.

The platform is positioned as a new competitor to Microsoft 365 and Google Workspace, especially by introducing a free business email service for companies, calendar, and directory services for up to 500 users. Companies can use an existing custom domain or buy one through Apple, and each user gets 5GB of iCloud storage with optional paid upgrades.

Business email works with any IMAP compatible client, while calendar supports CalDAV compliant apps across Apple, Android, and Windows devices. Apple Business includes built-in mobile device management for apps, security policies, and device settings, along with features like calendar delegation, directory tools, and role based administration. Blueprints let IT teams preconfigure devices for zero touch deployment when purchased through Apple or authorized resellers, while Managed Apple Accounts keep work and personal data separate and can be provisioned through providers like Google Workspace and Microsoft Entra ID.

Apple Business can help millions of companies grow their reach and connect with local customers across Apple Maps, Mail, Wallet, Siri, and more, including a new option coming this summer that will enable businesses in the U.S. and Canada to place local ads in Maps during key search and discovery moments. Apple Business will be available starting Tuesday, April 14, in more than 200 countries and regions.

Apple Business expands the availability of Apple Business Manager to more than 200 countries and regions, and supports additional device management features, including:

• Managed Apple Accounts: Company data remains secure while employee data remains private, with cryptographic separation of work and personal data on devices. Apple Business enables automated Managed Apple Account creation for new employees through integration with an identity service provider, including Google Workspace, Microsoft Entra ID, and more.

• Employee management: Create user groups by function or team to assign apps and roles. Organizations can also create custom roles to manage access exactly the way they want.

• App distribution: Easily acquire and distribute apps to employees and teams through the App Store.

• Admin API: Simplify large deployments with API access to device, user, audit, and MDM service data.

Source: Apple