Adhar Walia's Personal Blog

Adhar Walia's personal blog covers a wide range of topics related to product management, strategy, growth, leadership, AI, and machine learning. The blog provides in-depth analysis, practical advice, and insights from industry experts. It is a valuable resource for anyone looking to stay up-to-date on the latest trends and best practices in these fields.

Manus is a general AI agent that excels at various tasks in work and life, bridging minds and actions to deliver results. It integrates comprehensive travel information, conducts in-depth stock analysis, develops engaging educational content, generates structured comparison tables, and conducts comprehensive research across extensive networks. Manus works exclusively in the user's best interest, providing actionable insights, visualizations, and customized strategies to increase performance.

Forbes Italia is an AI-powered website that covers a wide range of topics including business, rankings, and leaders. It provides articles on various subjects such as finance, innovation, investments, lifestyle, and more. The platform offers insights into the latest trends and news in the business world, with a focus on Italian and global markets. Forbes Italia aims to deliver valuable content to its audience, catering to individuals interested in entrepreneurship, finance, and technology.

MIT Technology Review is a world-renowned, independent media company whose insight, analysis, reviews, interviews and live events explain the newest technologies and their commercial, social and political impact.

Dan. Z is a personal website for Daniel Zheng, showcasing a diverse range of content including blogs, guides, and resources. Daniel integrates advanced AI tools, particularly GPTs, into his daily routine to enhance efficiency and creativity in managing tasks. The website covers topics such as optimizing Twitter engagement, obtaining a private pilot license, understanding equity compensation in Silicon Valley, crafting a budget-friendly anti-aging routine, and analyzing financial statements for effective decision-making. With a focus on leveraging AI for everyday tasks and knowledge sharing, Dan. Z offers valuable insights and experiences for readers interested in technology, aviation, finance, and personal development.

TREND HUNTER is a leading AI-powered platform that offers trend reports, insights, and innovation services to help brands stay ahead in the market. With a vast database of ideas and innovations, the platform provides customized trend reports, newsletters, and exclusive consumer insights. It also offers advisory services, innovation assessment, and training programs to accelerate innovation and spark disruptive thinking. TREND HUNTER's AI technology, combined with a skilled team of researchers and futurists, unlocks valuable insights for businesses to create the future.

TecHR Series is a comprehensive platform covering news, views, and interviews from the HR technology realm. It focuses on various aspects such as analytics, artificial intelligence, augmented reality, virtual reality, automation, e-learning, training, development, leadership, employee engagement, HR technology, and more. The platform aims to provide insights and analysis to keep HR professionals updated with the latest trends and developments in the industry.

The Stack is a platform offering interviews, insights, intelligence, and exclusive events tailored for digital leaders. It covers a wide range of topics including AI, government, security, utilities, business, cloud, and more. The platform provides valuable information on current events, industry trends, and expert opinions to help digital leaders stay informed and make strategic decisions.

Peoplelogic is a suite of AI-enabled people and performance tools that helps businesses grow their people, cultivate better leaders, and increase business efficiency. The platform includes tools for driving strategic alignment, making data-driven people decisions, and building a culture of high performance and trust. Peoplelogic is used by over 1,200 organizations to improve employee engagement, reduce burnout, and optimize their people, process, and technology.

Trend Hunter is an AI-powered platform that offers a wide range of services to help individuals and businesses stay ahead of the curve in innovation and trends. With a vast database of ideas and innovations, Trend Hunter provides trend reports, newsletters, training events, and advisory services to help clients accelerate innovation, refine their tactics, and create new products and services. The platform also offers custom training programs, innovation assessments, and a learning database to enhance creativity and strategic thinking.

ReadWrite is an award-winning tech website that provides trusted research and expert knowledge on the latest advancements in technology. Since 2003, ReadWrite has helped millions of people understand and solve tech problems, large and small. The website covers a wide range of tech topics, including AI, AR/VR, cryptocurrency, gaming, smartphones, gambling, wearables, and the web. ReadWrite's team of credentialed experts, trained researchers, and devoted community work together to create reliable, comprehensive, and engaging content that helps readers stay informed about the rapidly evolving tech landscape.

Trend Hunter is an AI-powered platform that offers a wide range of services to help individuals and businesses stay ahead of the curve in innovation and trends. With a vast database of ideas and innovations, AI-powered Trend Reports, and a weekly newsletter, Trend Hunter provides valuable insights and resources to over 317,000 subscribers. The platform also offers advisory services, innovation assessment, custom training, and events to accelerate innovation and ignite disruptive thinking. Led by Jeremy Gutsche, a renowned keynote speaker and author, Trend Hunter is trusted by top brands, billionaires, CEOs, and world leaders to drive innovation and change. Through workshops, masterclasses, and custom programs, Trend Hunter helps organizations unlock their innovation potential and navigate the ever-changing landscape of business and technology.

Trend Hunter is an AI-powered platform that offers a wide range of services to accelerate innovation and provide insights into trends and opportunities. With a vast database of ideas and innovations, Trend Hunter helps individuals and organizations stay ahead of the curve by offering trend reports, newsletters, training programs, and custom services. The platform also provides personalized assessments to enhance innovation potential and offers resources such as books, keynotes, and online courses to foster creativity and strategic thinking.

Singularity Weblog is a platform dedicated to exploring the future of technology, focusing on exponential growth, artificial intelligence, and ethics. It provides insights into identifying potential dangers and opportunities, envisioning a better future, and nurturing creativity. The platform offers a podcast with expert interviews, a blog to stay informed about AI and other technologies, and resources for hiring keynote speakers. Through engaging conversations and thought-provoking content, Singularity Weblog aims to inspire individuals to embrace and shape the future.

KeynoteSpeak.com is an AI-powered platform that showcases the world's best keynote speakers and keynote videos. Founded by Jeremy Gutsche, a NY Times Bestselling Author and CEO of Trend Hunter, the platform aims to inspire users with exclusive business keynotes often excluded from TED Talks. With a vast database of ideas, innovations, and trend reports, KeynoteSpeak.com offers customized trend reports, presentations, and deep dives 20x faster than traditional research. Users can also access a wide range of innovation strategy articles, keynote videos, and innovation tools to accelerate their innovation potential. The platform provides award-winning programs, research, and custom training events to help organizations ignite disruptive thinking and stay ahead of need-to-know trends and insights.

The website is a platform that covers a wide range of topics related to artificial intelligence, big data, machine learning, blockchain, cybersecurity, fintech, gaming, internet of things, startups, and various industries. It provides news, articles, and insights on the latest trends and developments in the field of AI and technology. The platform also offers whitepapers, industry-specific information, and event updates. Users can stay informed about the advancements in AI and related technologies through the content provided on the website.

Novable is an AI-powered Startup Scouting platform that offers comprehensive activity-based insights on over 4 million innovative companies. It provides a collaborative journey towards corporate innovation by identifying perfect matches to innovation challenges, laying the foundation for successful partnerships, and supporting in developing Corporate Venturing Strategies. Novable is trusted by numerous innovative companies globally and delivers detailed reports and benchmarks within 2 days.

Grow My Small Business - AI is an AI-powered platform that helps small businesses refine their expansion plans, understand market trends, mitigate risks, and develop new offerings. It provides market expansion insights, competitive edge analysis, risk assessment, customized growth strategies, and expert advisors to support business growth. The platform offers idea evaluation packages, personalized growth strategies, and customer support to assist small businesses in scaling effectively and efficiently.

Aiter is an AI-powered platform that helps businesses create and manage their digital marketing campaigns. With Aiter, businesses can create high-performing ads, generate engaging content, and develop effective marketing strategies. Aiter's AI-powered tools make it easy for businesses to get started with digital marketing, even if they don't have any prior experience.

Kin + Carta is a global digital transformation consultancy that helps organizations embrace digital change through data, cloud, and experience design. The company's services include data and AI, cloud and platforms, experience and product design, managed services, and strategy and innovation. Kin + Carta has a team of over 2000 experts who work with clients in a variety of industries, including automotive, financial services, healthcare, and retail.

Adhar Walia's personal blog covers a wide range of topics related to product management, strategy, growth, leadership, AI, and machine learning. The blog provides in-depth analysis, practical advice, and insights from industry experts. It is a valuable resource for anyone looking to stay up-to-date on the latest trends and best practices in these fields.

311 Institute is a leading provider of futures education, foresight, and keynotes. We help organizations and individuals understand and prepare for the future through our research, advisory services, and educational programs. Our team of experts provides insights on emerging technologies, global trends, and disruptive innovation. We believe that the future is not something to be feared, but rather an opportunity to be embraced. By understanding the forces that are shaping the future, we can make better decisions today and create a better tomorrow.

Heenok is an AI-powered content-generating tool designed to help users quickly create high-quality content with minimal effort, time, and cost. It offers features such as AI-powered social media marketing, content improvement, video script writing, landing page copy generation, and business strategy development. Heenok's cutting-edge technology leverages artificial intelligence to generate engaging and original content that resonates with the audience. The tool aims to save time and money by automating content creation processes and providing intuitive interfaces for users to create human-like content effortlessly.

AI Investing Tools is a curated directory of AI tools designed to help users automate their investing process. The platform offers a handpicked collection of AI investing tools that assist in making more money, developing trading strategies, automating investing, rebalancing portfolios, and analyzing markets. It aims to leverage AI technology to enhance trading efficiency, optimize portfolios, and eliminate emotional biases in investment decisions.

MapsScraperAI is an AI-powered tool designed to extract leads and data from Maps. It offers businesses the ability to generate local B2B leads, conduct research, monitor competition, and obtain business contact details. With features like batch lookup, lightning-fast results, and the unique ability to extract email addresses, MapsScraperAI streamlines the process of data extraction without the need for coding. The tool mimics real user behavior to reduce the risk of being blocked by Maps and ensures timely updates to accommodate any changes on the Maps website.

NextGenAI is an AI application focused on the financial services industry. It aims to challenge the current perception of AI and its role in banking and financial institutions. The platform explores innovative ways to augment human intelligence and propel the financial sector into the next generation of AI. Through a combination of keynotes, panels, demos, and workshops, NextGenAI facilitates discussions on AI regulations, industry best practices, and collaboration opportunities.

JH360 AI is an AI-driven consulting service that helps companies tap into their true essence and explore new growth opportunities. They offer services such as market research, strategy development, and measurement and analysis. JH360 AI excels in process improvement by leveraging cutting-edge AI technology and expert methodologies. They provide tailor-made generative AI strategies, rapid prototyping, and smart AI integration to drive innovation and success across various industries.

The website offers AI training and YouTube strategies for marketers to simplify, speed up, and make their marketing activities more cost-effective using artificial intelligence. It provides services to enhance marketing activities through AI solutions and YouTube strategies. The platform aims to empower businesses by leveraging AI technology to optimize marketing efforts and achieve better results.

Turbin.ai is an AI-powered consultant marketplace that connects businesses with expert consultants across various industries. The platform leverages advanced algorithms to match companies with the most suitable consultants for their specific needs, ensuring high-quality and tailored consulting services. With a user-friendly interface, Turbin.ai streamlines the consultant selection process, making it efficient and cost-effective for both businesses and consultants. Whether you need strategic advice, market research, or project management support, Turbin.ai offers a diverse range of consulting services to help your business thrive.

Intuitivo is an AI/Computer Vision company building the future of retail, designing the perfect one-on-one shopping experience. We aim to create a connected, physical point of contact by meeting your client halfway; no lines, no friction. Our A-POPs facilitate seamless, cash-free purchases that naturally incorporate themselves into any customer’s routine. It’s simple, fully automated, and digitally intuitive.

The website offers a range of products related to product management, design sprint frameworks, and integrations like ChatGPT Product Co-Pilot for Slack. It provides resources and tools for product managers and teams to enhance their product development process. Users can find templates, frameworks, and integrations to streamline their product management workflow and improve collaboration.

Bloosk AI is an advanced AI tool designed to help businesses with tech transformation, AI and ML product management, data analytics, visualization, predictive analytics, and more. It offers a wide range of features and advantages to streamline operations and enhance decision-making processes. With a focus on AI and ML engineering, architecture, and user experience, Bloosk AI aims to empower organizations to leverage the power of artificial intelligence for improved performance and productivity.

Mathly is an AI-powered homework help tool designed to assist students in learning math concepts in a better, smarter, and faster way. By leveraging artificial intelligence technology, Mathly can solve math problems, provide detailed explanations, generate practice problems, and personalize learning experiences based on the user's learning style. It aims to revolutionize the way students approach homework and enhance their understanding of mathematical concepts.

Startify is an AI-powered platform designed to assist startup founders in navigating the challenges of entrepreneurship. It offers comprehensive solutions by gathering relevant information from standard and latest research sources. With a mobile-friendly interface, Startify serves as a personal advisor, providing expert startup insights and helping users work smarter, not harder. The platform aims to streamline the startup process, save time, and promote success by offering a range of features and tools to address the needs of both novice and seasoned entrepreneurs.

ConceptMap.AI is a chat-based AI tool designed to help knowledge workers, educators, researchers, students, and visual thinkers organize complex information into visual concept maps. Users can chat with the AI to transform their ideas into professional diagrams instantly, without the need for manual diagramming work. The tool offers features such as chat-based creation, instant visualization, flexible customization, and one-click sharing, making it ideal for brainstorming, project planning, knowledge management, learning & education, problem-solving, strategic planning, research organization, and decision-making.

The website offers a platform to chat with a team of AI agents specially trained to provide expert advice in various fields such as business, science, legal, and education. Users can interact with over 100 intelligent and knowledgeable AI models, including experts in contract negotiation, data analysis, human resources, financial analysis, software development, and more. The AI agents are designed to help users write better, solve problems, and receive expert guidance. The platform has been updated to GPT-4, providing advanced conversational capabilities and assistance across a wide range of domains.

MiniGPT-4 is a powerful AI tool that combines a vision encoder with a large language model (LLM) to enhance vision-language understanding. It can generate detailed image descriptions, create websites from handwritten drafts, write stories and poems inspired by images, provide solutions to problems shown in images, and teach users how to cook based on food photos. MiniGPT-4 is highly computationally efficient and easy to use, making it a valuable tool for a wide range of applications.

Design Sparks is an AI-powered creativity tool that helps users generate new ideas and solve design problems. The tool uses a variety of AI techniques, including machine learning and natural language processing, to understand user input and generate relevant ideas. Design Sparks is designed to be used by a wide range of users, from designers and engineers to marketers and business professionals. The tool is easy to use and can be accessed through a web-based interface.

Formulas HQ is an AI-powered formula and script generator for Excel and Sheets. It provides users with a range of tools to simplify complex calculations, automate tasks, and enhance their spreadsheet mastery. With Formulas HQ, users can generate formulas, regular expressions, VBA code, and Apps Script, even without prior programming experience. The platform also offers a chat feature with system prompts to assist users with idea generation and troubleshooting. Formulas HQ is designed to empower users to work smarter and make better business decisions.

LearnSmarter.ai is a comprehensive AI-powered platform designed to enhance personal development and goal achievement. It offers a wide range of tools, resources, and personalized guidance to help users improve their mindset, cognitive skills, and decision-making abilities. With LearnSmarter.ai, individuals can access AI-powered learning tools, interact with AI characters representing industry leaders and personal coaches, and enroll in fast-track courses to accelerate their growth journey. The platform emphasizes efficient learning, practical application, and personalized support to empower users in setting clear goals, making informed decisions, solving complex problems, and taking effective actions towards their desired outcomes.

CHAI AI is a leading conversational AI platform that focuses on building AI solutions for quant traders. The platform has secured significant funding rounds to enhance both its computational capabilities and talent acquisition. CHAI AI offers a range of features and advantages, including model upgrades, deployment of various AI models, and efficient inference techniques. The platform aims to provide users with the ability to create their own ChatAIs and offers a unique approach to model blending for improved user retention. With a strong team of AI researchers and engineers, CHAI AI continues to innovate in the field of AI technology.

nunu.ai is an AI-powered platform designed to revolutionize game testing by leveraging AI agents to conduct end-to-end tests at scale. The platform allows users to describe what they want to test in plain English, eliminating the need for coding or technical expertise. With powerful dashboards and detailed reports, nunu.ai provides real-time monitoring of test outcomes. The platform offers cost reduction, 24/7 availability, easy integration, human-like testing, multi-platform support, minimal maintenance, multiplayer testing capabilities, and enterprise-grade security.

Kolank is an AI platform offering a unified API with agent interoperability, automatic model selection, and cost optimization. It enables AI agents to communicate and collaborate efficiently, providing access to a wide range of AI models for text, image, and video processing. With features like load balancing, fallbacks, and performance metrics, Kolank simplifies AI model integration and usage, making it a comprehensive solution for various AI tasks.

XenonStack is an AI application that offers a comprehensive suite of tools and services for building and managing Agentic Systems. The platform provides solutions for data management, analytics, AI transformation, and decision-making processes. With features like AI-enabled catalogs, industrial automation, and agent orchestration, XenonStack aims to empower enterprises to reimagine their business workflows and drive efficiency and agility through intelligent AI agents.

Promptly is a generative AI platform designed for enterprises to build custom AI agents, applications, and chatbots without any coding experience. The platform allows users to seamlessly integrate their own data and GPT-powered models, supporting a wide variety of data sources. With features like model chaining, developer-friendly tools, and collaborative app building, Promptly empowers teams to quickly prototype and scale AI applications for various use cases. The platform also offers seamless integrations with popular workflows and tools, ensuring limitless possibilities for AI-powered solutions.

The website is a platform offering domain-specialized AI agents that drive enterprise-grade cost efficiency, operational turnaround, and unlock valuation multiples with defensible IP. It focuses on driving innovation, efficiency, and growth through Agentic AI for intelligent execution. The platform powers a structural upgrade in how work gets done, shifting from legacy, manual workflows to intelligent, self-improving systems. It is designed for enterprise-grade autonomy, providing a full-stack AI platform for secure, scalable transformation tailored to specific domains, data, and workflows.

Google Colab Copilot is an AI tool that integrates the GitHub Copilot functionality into Google Colab, allowing users to easily generate code suggestions and improve their coding workflow. By following a simple setup guide, users can start using the tool to enhance their coding experience and boost productivity. With features like code generation, auto-completion, and real-time suggestions, Google Colab Copilot is a valuable tool for developers looking to streamline their coding process.

MARZ is a technology and VFX company specializing in providing premium TV productions with outstanding visual effects. With a focus on feature-film quality, MARZ leverages proprietary AI solutions and innovative technology to deliver stunning visuals on fast timelines while remaining affordable for TV productions. The company has completed 128 projects in the first 4 years, received 2 VES nominations, 2 Emmy nominations, and boasts a team of 260 staff including 55 engineers, researchers, and technology experts.

Weaviate is an AI-native database that developers love. It offers a feature-rich vector database trusted by AI innovators, empowering AI-native builders to create AI-powered search, retrieval augmented generation, and agentic AI applications. Weaviate simplifies the process of building production-ready AI applications by providing seamless model integration, pre-built database agents, and language-agnostic SDKs for easy development. With billion-scale architecture and enterprise-ready deployment options, Weaviate enables developers to scale seamlessly, deploy anywhere, and meet enterprise requirements. The platform is designed to help AI builders write less custom code, optimize costs, and build AI-native apps faster.

PaperClip is an AI tool designed to help users keep track of and memorize details from AI research papers, machine learning blog posts, and news articles. It allows users to easily find back important findings, search through saved content, and clean up data. The tool runs locally on the user's machine, ensuring data privacy and offline support. PaperClip is a convenient solution for researchers, students, and professionals in the AI field.

Personalized.energy is an AI-powered online platform that offers personalized electricity plans tailored to individual needs and lifestyles. The platform simplifies the process of finding the best energy solutions by utilizing an AI-powered search engine to compare and match users with the most suitable plans based on their location and usage profile. By eliminating the need for manual research and comparison, Personalized.energy aims to provide a stress-free experience for users looking to navigate the complexities of the energy market.

Pythagora is the world's first all-in-one AI development platform that allows users to build production apps quickly and efficiently. With Pythagora, users can go from prompt to production seamlessly, with frontend development in minutes and backend development in hours. The platform offers a complete technical stack, smart inline code review, one-click deployment, and full code ownership, making app development faster and smarter.

The AI SDK is a free open-source library designed to empower developers to build AI-powered products. Developed by the creators of Next.js, it offers a unified Provider API that allows users to easily switch between AI providers by changing a single line of code. With features like generative UI, framework-agnostic compatibility, and streaming AI responses, the AI SDK simplifies the process of integrating AI capabilities into applications. Trusted by prominent builders like OpenAI and Hugging Face, the AI SDK has received praise for its ease of use, speed of development, and comprehensive documentation.

DecodeAI is an experimental concept for an automatic blog about AI, generated by AI and curated by humans. The blog mainly focuses on AI-related GitHub open source repositories but is not limited to that. It offers insights, updates, and discussions on various AI topics to keep readers informed and engaged.

AnyAPI is an AI tool that allows users to easily add AI features to their products in minutes. With the ability to craft the perfect GPT-3 prompt using A/B testing, users can quickly generate a live API endpoint to power their next AI feature. The platform offers a range of use cases, including turning emails into tasks, suggesting replies, and retrieving plain text JSON. AnyAPI is designed to streamline the integration of AI capabilities into various products and services, making it a valuable tool for developers and businesses seeking to enhance their offerings with AI technology.

Rawbot is an AI model comparison tool designed to simplify the selection process by enabling users to identify and understand the strengths and weaknesses of various AI models. It allows users to compare AI models based on performance optimization, strengths and weaknesses identification, customization and tuning, cost and efficiency analysis, and informed decision-making. Rawbot is a user-friendly platform that caters to researchers, developers, and business leaders, offering a comprehensive solution for selecting the best AI models tailored to specific needs.

Convai is a Conversational AI platform that enables users to create intelligent characters with human-like conversation capabilities for games and virtual world applications. It offers an easy-to-use interface to design characters, connect them to assets, and engage in open-ended voice-based conversations. The platform focuses on enhancing user experiences in gaming, learning, and entertainment by providing AI-guided training applications and brand agents for various industries. Convai aims to revolutionize the way users interact with virtual worlds through cutting-edge Generative Conversational AI technology.

OpenAI is an artificial intelligence research laboratory consisting of the for-profit OpenAI LP and the non-profit OpenAI Inc. The organization focuses on creating and promoting friendly AI for the benefit of humanity. OpenAI conducts research in the field of AI and aims to ensure that artificial general intelligence benefits all of humanity. The organization is known for its research in natural language processing, reinforcement learning, and other areas of AI. OpenAI also develops and releases AI models and tools to advance the field of artificial intelligence.

Signature is a private AI generative platform designed for brands and enterprises to enhance content creation capabilities. It offers bespoke AI models tailored to brand's output, mimicking creative teams' processes. The platform ensures privacy, safety, and security by deploying locally hosted Foundation Models and transparent licensing frameworks. With a focus on scalability, flexibility, and excellence, Signature enables rapid ideation, prototyping, and full-scale production. It optimizes resource efficiency and cost by streamlining production workflows through AI, reducing operational overhead and traditional photoshoot costs.

Base64.ai is an AI-powered document intelligence platform that offers a comprehensive solution for document processing and data extraction. It leverages advanced AI technology to automate business decisions, improve efficiency, accuracy, and digital transformation. Base64.ai provides features such as GenAI models, Semantic AI, Custom Model Builder, Question & Answer capabilities, and Large Action Models to streamline document processing. The platform supports over 50 file formats and offers integrations with scanners, RPA platforms, and third-party software.

GGPredict.io is an AI-powered tool designed to help Counter-Strike: Global Offensive (CS:GO) players improve their skills through personalized challenges and analytics. The platform offers detailed performance analysis, cutting-edge maps for practice, dynamic leaderboards, and AI-led tools to track progress and identify areas for improvement. With endorsements from professional players and coaches, GGPredict.io aims to help players of all levels enhance their gameplay and reach their full potential.

Voqal is an intelligent voice coding assistant designed to provide natural speech programming capabilities for software developers. It offers customization options, context extensions, and access to various compute providers. Voqal simplifies coding through intuitive modes and allows developers to code using plain-spoken language. The tool aims to enhance productivity and efficiency in software development by leveraging AI technology.

Dev Radar is an open-source, AI-powered news aggregator that helps users stay up to date with the latest trends in software development. It provides curated articles on various programming languages and frameworks, offering insights and updates for developers. Users can explore a wide range of topics related to JavaScript, Python, React, TypeScript, Rust, Go, Node.js, Deno, Ruby, and more. Dev Radar aims to streamline the process of discovering relevant and valuable content in the ever-evolving field of software development.

Vairflow is an AI-driven Integrated Development Environment (IDE) that simplifies the process of developing and deploying software components for various platforms. It offers features such as code generation, code completion, and live preview, empowering developers to build faster and more efficiently. Vairflow also provides seamless collaboration, flexible deployment options, and cost-effective usage, ensuring a smooth transition between projects and environments.