List of the Top Agentic AI Platforms for Mac in 2026 - Page 8

The Agent Communication Protocol (ACP) is a universal communication framework designed to improve interoperability among AI agents, software applications, and human-operated systems. It addresses the growing fragmentation of the AI ecosystem by providing a consistent method for agents built on different frameworks to communicate effectively. ACP uses a RESTful architecture that aligns with widely adopted web standards, making integration straightforward for developers and organizations. The protocol supports synchronous requests, asynchronous workflows, streaming interactions, and extended tasks that may take significant time to complete. Through MimeType-based messaging, ACP can transmit virtually any type of content, including text, images, audio, video, and proprietary file formats. The platform remains independent of any specific AI framework, allowing teams to integrate agents developed with BeeAI, LangChain, CrewAI, custom architectures, and future technologies. ACP also supports both online and offline discovery methods, making it easier to locate and connect agents in a variety of deployment environments. This flexibility enables organizations to replace agents, build collaborative multi-agent systems, and integrate AI capabilities across complex technology stacks. Businesses can use ACP to facilitate communication between internal tools, external partners, and specialized AI services without creating custom integrations for every connection. Official SDKs for Python and TypeScript are available, while the protocol itself remains simple enough to use with standard HTTP clients and development tools. As part of the Linux Foundation’s A2A ecosystem, ACP helps establish a scalable and open foundation for the next generation of interconnected AI systems.

Pushary notifies you on your mobile device whenever your AI agents need your input, ensuring that agents like Claude Code, Codex, and Cursor pause their operations for your consent on potentially hazardous actions, including executing shell commands, writing files, or deploying updates. With each action that requires your attention, Pushary sends a notification that can be accepted or declined straight from your lock screen, enabling your agents to proceed smoothly even when you are away from your workspace. You can set up tailored permission policies for each tool: automatically approving safe actions, requiring your consent for those identified as risky, and keeping an extensive audit trail of all interactions. This allows you to oversee an entire fleet of agents and track their activities from a centralized dashboard. Moreover, Pushary enhances e-commerce and SaaS platforms by providing push notifications and features such as subscriber capture, marketing campaigns, automated workflows, customizable templates, and valuable analytics. The system makes it easy to connect any agent using a user-friendly CLI or MCP, and it includes native applications for both iOS and Android. With Pushary, you unlock a powerful solution for effectively managing AI agents and notifications across multiple platforms, ensuring seamless communication and oversight at all times. Ultimately, this tool empowers you to maintain control and security while maximizing productivity in your AI-driven tasks.

Presenting a leading conversational AI solution tailored for enterprise automation, Botpress features a robust and entirely on-premise platform that allows organizations to optimize their conversations and workflows with ease. Our superior natural language understanding (NLU) capabilities far exceed those of our rivals, leading to markedly improved customer satisfaction levels. Created in partnership with prominent enterprises, Botpress is designed to meet the challenges across a range of industries, including finance and national defense. Having undergone extensive testing by numerous developers, it is recognized as a dependable, secure, and highly scalable choice. With Botpress, there's no necessity to hire specialists with PhDs for your conversational projects; we guarantee that the latest advancements in natural language processing (NLP), NLU, and NDU are incorporated into a highly accessible product. The outcome is a solution that consistently performs exceptionally well without complications. This makes it the perfect option for businesses eager to enhance their conversational abilities seamlessly and effectively. Embrace Botpress today and unlock the true potential of your organization's communication strategies.

Plandex serves as an open source, terminal-oriented AI coding engine that aids users in efficiently managing extensive tasks, sidestepping less-than-ideal outputs, and boosting overall productivity. It employs long-running agents to handle assignments that may span multiple files and complex procedures. This engine effectively breaks down larger projects into smaller, manageable subtasks, executing them in order until the complete project is finalized. It proves especially beneficial for addressing backlogs, delving into new technologies, overcoming challenges, and reducing the time allocated to repetitive tasks. Moreover, all changes are securely stored in a sandbox environment, allowing for review before they are automatically implemented in your project files. With built-in version control, users can easily revert to earlier versions and test different methodologies without hassle. The branching capability also lets users investigate various strategies at the same time, enabling them to evaluate outcomes for better decision-making. By enhancing the coding workflow, Plandex enables developers to concentrate on innovative problem-solving, freeing them from the burden of tedious details. Ultimately, this tool not only saves time but also fosters a more creative and efficient coding environment.

Open Agent Studio is a groundbreaking no-code co-pilot creator that allows users to develop solutions that traditional RPA tools cannot achieve. We expect that rivals will strive to imitate this pioneering idea, providing our clients with a significant advantage in tapping into markets that have yet to experience the benefits of AI, all while utilizing their deep industry expertise. Subscribers can benefit from a free four-week course aimed at helping them evaluate product ideas and introduce a custom agent with a top-tier white label. The agent-building process is streamlined through functionalities that record keyboard and mouse movements, which encompass tasks such as data extraction and determining the starting node. With the agent recorder, the creation of versatile agents becomes remarkably effective, enabling rapid training. Once recorded, users can implement these agents across their organization, promoting scalability and ensuring a robust solution for their automation requirements. This distinctive strategy not only boosts productivity but also equips companies with the tools to innovate and remain adaptable in a swiftly changing technological environment. Moreover, the ease of use and flexibility inherent in Open Agent Studio fosters a culture of continuous improvement and agile responsiveness among teams.

Twine develops AI-driven digital cybersecurity personnel designed to perform a wide range of functions, effectively addressing the shortage of talent within cyber teams. Our inaugural digital employee, Alex, is an autonomous and well-informed entity proficient in managing Identity and Access Management (IAM), helping organizations meet their cybersecurity goals efficiently. With Alex on your team, you can enhance your cybersecurity posture and streamline operations.

Kubiya represents a cutting-edge internal developer platform that harnesses the power of AI and conversational technology to refine DevOps processes. It enables developers to interact with their systems using natural language, which significantly reduces the time needed for automation and enhances overall productivity by connecting seamlessly with existing tools and platforms. The platform comes equipped with AI-driven assistants that can handle routine tasks such as managing Jira queues, provisioning infrastructure, and granting just-in-time cloud permissions, allowing engineering teams to focus on more strategic initiatives. With an agentic-native architecture, Kubiya ensures dependable and secure operations, maintaining strict adherence to enterprise security standards and compliance with corporate policies. Furthermore, it integrates smoothly with communication platforms like Slack and Microsoft Teams, providing a user-friendly conversational interface for task management and automation. Consequently, Kubiya not only boosts efficiency but also cultivates a more collaborative atmosphere for development teams, encouraging innovation and teamwork at every level. Overall, this transformative platform represents a significant advancement in how developers interact with their environments.

Meii AI is at the leading edge of AI advancements, offering specialized Large Language Models that can be tailored with organizational data and securely hosted in either private or cloud environments. Our approach to AI, grounded in Retrieval Augmented Generation (RAG), seamlessly combines Embedded Models and Semantic Search to provide customized and insightful responses to conversational queries, specifically addressing the needs of enterprises. Drawing from our unique expertise and over a decade of experience in Data Analytics, we integrate LLMs with Machine Learning algorithms to create outstanding solutions aimed at mid-sized businesses. We foresee a future where individuals, companies, and government bodies can easily harness the power of advanced technology. Our unwavering commitment to making AI accessible for all motivates our team to persistently break down the barriers that hinder machine-human interaction, thereby cultivating a more interconnected and efficient global community. This vision not only highlights our dedication to innovation but also emphasizes the transformative impact of AI across various industries, enhancing productivity and fostering collaboration. Ultimately, we believe that our efforts will lead to a significant shift in how technology is perceived and utilized in everyday life.

Inya.ai distinguishes itself as a leading no-code platform that empowers organizations to easily create AI-powered conversational agents. Our GenAI agents are crafted to improve customer service, optimize sales workflows, and enable multilingual interactions, ensuring that conversations are both fluid and intelligent. Ideal for businesses of all sizes, Inya.ai enhances voice automation across a range of industries, greatly increasing operational efficiency and enriching the customer experience. This groundbreaking method simplifies communication while also nurturing deeper connections between companies and their customers. By integrating these advanced solutions, businesses can stay ahead in a competitive landscape and respond to client needs more effectively.

Opera has introduced its revolutionary Browser Operator, a feature that signifies a significant leap in the field of agentic browsing. This innovative, AI-driven tool positions Opera as the first major browser capable of executing tasks on behalf of users, allowing them to delegate responsibilities such as making purchases or managing online communications through straightforward natural language commands. With Browser Operator, the AI performs these tasks in real-time, all while prioritizing user privacy by keeping data stored locally on the user's device instead of relying on cloud or virtual machine processing. This cutting-edge feature is part of Opera's larger vision to evolve the browser from a mere display interface into a dynamic assistant that enhances user experiences and increases efficiency. In essence, this transformation seeks to redefine the way individuals interact with the internet, rendering digital engagements more intuitive, efficient, and far less time-consuming than before. Furthermore, the introduction of this feature highlights Opera's commitment to innovation in the ever-evolving landscape of web browsing.

Mochii.ai operates as an AI-powered assistant specifically designed to help businesses automate their customer support operations, streamline conversations, and deliver quick, customized responses effortlessly. Focusing on scalability and user-friendliness, Mochii.ai enables organizations to create intelligent conversational AI bots capable of handling a wide range of customer inquiries autonomously. Utilizing cutting-edge natural language processing and machine learning technologies, Mochii.ai accurately interprets complex customer queries and provides appropriate answers, which boosts customer satisfaction and significantly shortens response times. The platform features an easy-to-navigate interface that allows businesses to tailor AI interactions, ensuring that the chatbot embodies the brand's distinct voice and character. Additionally, Mochii.ai integrates smoothly with various popular communication platforms, such as websites, messaging applications, and social media, making it possible for companies to connect with their customers in their preferred settings. This comprehensive approach not only improves the overall customer experience but also facilitates quicker and more convenient support across different channels. In today's fast-paced digital landscape, Mochii.ai proves to be an invaluable asset for organizations aiming to enhance their customer engagement strategies.

Claude Computer Use is a powerful feature that enables Claude to interact directly with your computer, allowing it to perform tasks across applications, files, and workflows as if it were a human user. It operates by navigating your screen, clicking, typing, and opening programs to complete assigned tasks without requiring manual intervention. The system intelligently prioritizes connectors and browser-based tools before resorting to full screen interaction, ensuring efficiency and reliability. Claude can perform a wide range of tasks, including compiling reports, organizing data, testing applications, and working with internal tools that lack direct integrations. Users maintain full control through permission-based access, with prompts required before Claude interacts with any application. The feature uses screenshots to interpret the interface and guide its actions, enabling it to adapt to various software environments. Built-in safeguards aim to prevent risky operations and protect sensitive data, though users are advised to remain cautious. Claude Computer Use also includes memory capabilities that allow it to retain context and improve performance over time. It is currently available as a research preview, meaning performance may vary with complex workflows. The feature requires the user’s computer to remain active during operation. Despite its limitations, it represents a significant step toward fully autonomous AI task execution. Overall, Claude Computer Use expands AI functionality from conversation to direct action within real computing environments.

Fellou is an innovative agentic browser that aims to simplify and automate complex tasks for users. It offers seamless research capabilities, automated workflow processes across multiple platforms, and intelligent task execution online. Thanks to its Deep Action feature, Fellou transforms intricate multi-step tasks, such as form completion, report generation, and schedule management, into simple commands. The browser's sophisticated intelligence not only anticipates user needs but also recommends actions and builds a tailored knowledge base for each individual. Operating securely within a sandbox environment, Fellou enables agents to execute tasks in the background, ensuring a fluid user experience without interruptions. Moreover, users have the capacity to create, share, and implement specialized agents targeted at specific tasks or industries. With cross-platform deep search functionalities, Fellou allows users to conduct simultaneous searches on both public sites and secure platforms like Quora, X, and LinkedIn, while also offering the ability to generate shareable visual reports. This groundbreaking tool not only transforms the way people engage with the internet but also significantly boosts overall productivity and efficiency, making online interactions more effective than ever before. Its user-friendly design and robust features position Fellou as a must-have resource for anyone looking to streamline their digital tasks.

Ace operates as an advanced computer autopilot, managing a variety of tasks on your desktop through the use of your mouse and keyboard. It excels beyond other models in a wide array of computer-related functions, and we have opted to make this technology open-source. The ace-control models are being offered to a select group of partners through our developer platform. By imitating human interactions, Ace performs mouse clicks and keystrokes in response to on-screen commands, having been carefully developed by our team of software engineers and industry specialists using a dataset that includes over a million tasks. Its exceptional efficiency in our collection of computer usage tasks distinguishes it from other competitors in the market. We believe that, in addition to being beneficial for our partners, Ace has the potential to greatly enhance productivity for users across the globe. This innovative solution not only automates desktop operations but also sets a new standard for user experience in task management. Hence, Ace is positioned as a transformative tool for anyone looking to optimize their workflow.

The MiniMax Agent is an innovative AI companion crafted to improve your cognitive skills and elevate your productivity through a conversational interface paired with a range of cutting-edge tools focused on creativity, efficiency, and learning. It boasts an array of features, including a meditation audio generator offering calming three-minute guided sessions, a podcast assistant designed for scripting and planning episodes, a code builder and debugger that can write, refine, and clarify code, a data analyst that visualizes and interprets various datasets, an itinerary planner for organizing detailed multi-day travel plans, a story creator specifically for children’s picture books complete with prompts for illustrations, an interactive quiz maker that turns any topic into engaging learning experiences, a fact-checker that validates sources and citations, a stock insight tool that assesses performance and suggests strategies, a video brainstorming tool for generating names and domain ideas for projects, and a tech finder that assists users in discovering the latest gadgets available. Furthermore, the MiniMax Agent is committed to continuous improvement, ensuring it stays a relevant and indispensable tool for users seeking to expand their knowledge and unleash their creativity. With each update, its capabilities grow, making it a reliable partner in personal and professional development.

McCarren is a powerful, AI-powered proposal platform purpose-built to support capture and proposal teams in automating the entire RFX lifecycle from opportunity discovery to compliant submission. Its advanced Semantic AI capture agent continuously monitors federal, state, local, and grant portals, surfacing hidden contract opportunities that might otherwise be missed. The platform features automated solicitation shredding technology that extracts vital contract details such as deadlines, deliverables, and Federal Acquisition Regulation (FAR) clauses, and generates a live compliance matrix to track and address any gaps proactively. Proposal teams draft responses directly within a native Microsoft Word add-in that integrates a smart content library alongside context-aware AI tools, facilitating fast, accurate, and compliant document creation. McCarren’s infrastructure is FedRAMP-aligned and single-tenant SaaS-based, ensuring the highest levels of data protection and compliance without requiring any data training on user content. This focus on security means sensitive information is safeguarded throughout the proposal lifecycle. By significantly automating manual, time-consuming tasks, McCarren reduces proposal cycle times by up to 80%, enabling teams to accelerate their response efforts. The platform also drives measurable improvements in proposal quality and success rates, increasing win rates by 30% on average. With its intelligent automation and robust compliance features, McCarren helps government contractors and agencies optimize their capture strategies and proposal processes. Ultimately, McCarren delivers a secure, efficient, and AI-enhanced solution that empowers teams to win more contracts faster.

Auggie CLI incorporates Augment's smart coding agent directly into your terminal, leveraging a sophisticated context engine to analyze code, apply modifications, and execute tools during both interactive sessions and automated processes. Developers can quickly install it via npm, necessitating Node.js version 22 or above along with an appropriate shell, and can start a comprehensive interactive experience by executing the command auggie, which offers instantaneous updates, visual progress markers, and interactive elements ideal for debugging, feature development, pull request evaluation, or alert management. Additionally, Auggie features tailored automation modes that are exceptionally suited for continuous integration and deployment workflows, as well as effectively managing background operations. The CLI also enhances productivity by allowing custom slash commands to simplify repetitive tasks, integrating seamlessly with a variety of external tools and systems through its native integrations and Model Context Protocol (MCP) servers, and can be scripted into pipelines or GitHub Actions for automating activities like creating pull request descriptions. In essence, Auggie CLI transforms the coding process by merging intelligent support with powerful automation features, making it a versatile tool for modern developers. Ultimately, its user-friendly approach and comprehensive capabilities position it as an essential resource for enhancing efficiency and productivity in software development.

Hyperlink is a cutting-edge AI application that specializes in searching and deriving insights from local files, guaranteeing that all information remains safely stored on your device. It is capable of indexing a diverse range of file formats in real time, which includes PDFs, Word documents, Markdown files, text files, PowerPoint presentations, and images. This allows users to ask natural language questions for efficient content searching, summarization, and analysis, complete with in-text citations that link back to the original sources. Users can further refine their inquiries using context tags and can extract data from text found within images, such as screenshots or scanned documents. The installation process is incredibly straightforward: users simply need to guide Hyperlink to their chosen directories, and it will automatically keep track of any modifications. The system enables quick searches, source tracing, and effortless navigation through personal files. In addition, Hyperlink supports the ability to toggle between various local AI models, accommodates vision-based inputs, and maintains transparency by outlining its reasoning steps. With a strong emphasis on privacy, all operations are conducted offline, and it offers an intuitive interface that is prepared for real-world application. Thus, Hyperlink serves not only as a robust tool for managing documents but also as a dependable partner for boosting personal productivity and protecting sensitive data effectively. Additionally, the seamless integration of these features positions Hyperlink as a groundbreaking solution for anyone looking to enhance their document interaction experience.

Tonkotsu is an innovative desktop application tailored for developers to manage a team of AI coding agents through a document-centric interface, streamlining workflows for planning, coding, and verification, which enhances software development by enabling the simultaneous execution of several coding tasks while maintaining human oversight and control. Within a unified document, users can outline the project's objectives and context, after which Tonkotsu assesses codebases and generates detailed plans; this allows developers to assign and track numerous autonomous tasks without resorting to micromanagement. Upon completion of the work, teams can examine differences, offer inline feedback, and authorize changes, benefiting from automated processes that handle building, linting, testing, conflict resolution, and merging, all aimed at refining the iteration process and ensuring that no commits are finalized without explicit consent. Specifically designed for professional developers on macOS and Windows, Tonkotsu facilitates planning across multiple repositories, provides symbol lookup to sustain contextual awareness, allows for task dependency specification to logically organize work, and integrates automatic verification features to enhance overall accuracy in development. Furthermore, the platform's user-friendly interface enhances collaboration between human developers and AI, resulting in a more productive and efficient development environment, ultimately driving higher quality software outcomes.

Nanobot is a streamlined and open-source framework designed for personal AI assistants, emphasizing core agent functionalities and autonomous capabilities within a concise and easily navigable codebase of approximately 3,400 to 4,000 lines of Python, which is about 99% smaller than comparable large agent frameworks. The framework is intentionally designed to be simple and modular, allowing researchers and developers to easily understand, adapt, and utilize it for various projects. It encompasses features like persistent memory, task scheduling, integrated tools, and compatibility with several large language models through platforms such as OpenRouter, enabling both local operations and quick deployment via command-line commands. Additionally, nanobot facilitates real-time web searches and can interface with a variety of chat platforms, including Telegram, Discord, WhatsApp, and Feishu, thus supporting seamless communication in different environments. The lightweight architecture not only promotes fast startup times and low resource usage but also offers a clean architectural design that developers can modify without needing to navigate complex abstractions, making it a suitable option for personal applications and AI experimentation alike. Moreover, its intuitive design nurtures innovation and creativity among developers, fostering a collaborative atmosphere that is conducive to breakthroughs in AI technologies. As a result, Nanobot serves as a powerful tool for both novices and seasoned developers seeking to push the boundaries of artificial intelligence.

SanctifAI acts as a pioneering platform that integrates human insights within AI workflows, thereby bolstering the accountability, dependability, and ethical standards of AI systems. By employing this cutting-edge methodology, autonomous AI agents are enabled to connect with verified individuals for assessment, supervision, and decision-making at crucial junctures. Through its innovative marketplace, SanctifAI adeptly matches tasks with qualified professionals, facilitating their integration into AI processes via an API while providing cryptographically verifiable proof of human engagement to maintain authenticity and responsibility. The primary objective is to transform AI from mere automated solutions into human-centered intelligence that can responsibly expand across complex workflows. This model not only promotes a collaborative environment but also empowers both AI technology and human expertise to work harmoniously, ultimately leading to enhanced results. As such, the collaboration between AI and humans is designed to create a future where technology complements human capabilities.

EasyClaw is an intuitive desktop application that simplifies the setup and use of the OpenClaw autonomous AI agent stack on your personal computer, removing the necessity for DevOps knowledge, programming skills, Docker familiarity, or complicated configurations, and includes a straightforward one-click installation process along with a user-friendly graphical interface for rapid deployment on various popular messaging platforms. Once installed, EasyClaw takes care of the OpenClaw runtime and effortlessly links your AI agents, such as ClawdBot and MoltBot, to messaging services like WhatsApp, Telegram, Signal, and iMessage, enabling you to engage with your assistant using natural language through familiar platforms. By operating locally on your device, EasyClaw ensures that all actions are kept private and secure, while also empowering the AI agent to perform a multitude of tasks, including managing your emails, summarizing documents, setting reminders, translating conversations in real time, comparing prices, and streamlining personalized workflows, all without the need for cloud solutions. This extensive range of capabilities not only boosts productivity but also helps users organize their daily activities more effectively in a safe and efficient manner. With EasyClaw, you can enjoy the benefits of advanced AI assistance right from the comfort of your own home or office.

Strike48 represents a state-of-the-art Agentic Operations Platform that integrates extensive log visibility with customized AI agents designed to perform security, IT, and compliance operations with remarkable efficiency. Typically, organizations monitor only about 60-70% of their operational landscape due to the high costs associated with conventional SIEM and monitoring solutions, which can make complete log oversight financially unfeasible. Strike48 effectively mitigates this visibility gap with an innovative architecture that decouples log storage from initial parsing decisions, enabling teams to collect and hold all logs without overextending their financial resources. Users can conveniently direct their logs to Strike48 or access them directly from other locations like Splunk, data lakes, or hybrid systems, thereby avoiding any major disruptions during the transition. Additionally, leveraging this unified data architecture, Strike48 employs autonomous AI agents that perform investigations, correlate alerts, prioritize problems, gather relevant evidence, and formulate as well as verify detection rules, facilitating seamless task transfers among themselves. The platform also incorporates a human-in-the-loop mechanism to ensure critical tasks, such as endpoint isolation and remediation, receive necessary human oversight, thereby preserving comprehensive audit trails throughout the entire process. This extensive functionality not only boosts operational efficiency but also guarantees a high level of oversight and accountability for organizations striving to enhance their security posture. Consequently, with Strike48, organizations can confidently navigate the complexities of modern operational environments while ensuring their data integrity and compliance are upheld.

Lanes is a desktop application designed with a strong focus on local-first functionality, allowing developers to efficiently manage and interact with AI coding agents in a secure environment where all activities are confined to the user's device. This method is based on the principle that essential development data, such as source code, terminal interactions, prompts, AI outputs, and project configurations, should never leave the local setting, thereby preserving user privacy and granting full control over their work. Lanes offers seamless integration with a variety of third-party AI coding agents and command-line interface tools, including Codex, Claude Code, and Gemini CLI, ensuring that all communications take place directly between the user's machine and these services without any intermediaries. This architecture enables developers to tap into sophisticated AI technologies while maintaining strong data security and protecting their ownership rights. Moreover, Lanes provides a user-friendly account management experience with simple authentication steps and collects only a minimal amount of anonymous telemetry data, such as feature usage, session durations, and crash reports, to refine and enhance overall functionality. By prioritizing user privacy and data integrity, Lanes equips developers with essential tools while safeguarding their sensitive information, ultimately fostering a more secure development landscape. In this way, Lanes not only promotes innovation but also instills confidence in users regarding the safety of their proprietary data.

Aion 1.0 Plan is a groundbreaking local agentic reasoning framework developed by Microsoft for Windows, enabling comprehensive agentic workflows on devices without dependence on cloud services or additional per-token costs. Featuring an impressive architecture with 14 billion parameters and a context length of 32K, this model is seamlessly integrated into Windows on compatible hardware. Unlike smaller on-device models that simply focus on basic text processing, Aion 1.0 Plan is crafted for sophisticated local agentic reasoning, empowering applications to grasp user intentions, utilize various tools, handle file management, and coordinate sub-agents on the device autonomously. This framework marks a significant advancement in Microsoft's lineup of on-device small language models, designed for effective local execution and indicating a transition from scalable text intelligence to more refined local planning capabilities. Aion 1.0 Plan plays a vital role in the broader initiative of Windows to provide “unmetered intelligence,” wherein advanced models address intricate challenges while local counterparts ensure continuous, affordable agent workflows. This evolution not only enhances user-device interactions but also significantly boosts productivity and simplifies everyday computing tasks, representing a major step towards more intuitive technology. As such, users can expect a more tailored experience that aligns closely with their individual needs and working styles.