Archive 04.06.2024

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Predictive physics model helps robots grasp the unpredictable

When robots come across unfamiliar objects, they struggle to account for a simple truth: Appearances aren't everything. They may attempt to grasp a block, only to find out it's a literal piece of cake. The misleading appearance of that object could lead the robot to miscalculate physical properties like the object's weight and center of mass, using the wrong grasp and applying more force than needed.

AI-Powered Tools Transforming Task Management and Scheduling

In today’s digital landscape, where efficiency is the new currency, AI-powered productivity tools have become essential allies.

This article marks the beginning of a series dedicated to exploring various AI productivity tools that are reshaping how we work. In this first installment, we delve into AI-enhanced scheduling and task management tools, offering a comprehensive look at some of the market leaders.

From automated scheduling to intelligent project management, AI tools like Motion, Reclaim AI, Clockwise, ClickUp, Taskade, and Asana are designed to streamline workflows and boost productivity. These tools leverage machine learning algorithms to predict and optimize our daily tasks, making it easier to manage time and resources effectively. We will examine their key features, strengths, weaknesses, and pricing to help you make informed decisions about integrating these tools into your workflow.

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Top AI Scheduling and Task Management Tools

In this section, we will explore AI-powered tools that are tailored to streamline the scheduling of meetings and individual tasks, manage projects and tasks efficiently, and even combine both functionalities for a comprehensive solution. The first tool we’ll examine exemplifies this combined approach.

Motion

Motion (funding of $13.2 million, Series A) offers a unique blend of project management and scheduling features, essentially acting as a personal assistant but with enhanced capabilities. This tool is designed to streamline team workflows by integrating advanced AI scheduling with robust project management functionalities.

Key Features

  • Project Work Scheduling: Motion integrates project tasks directly into the team’s calendar, allowing for seamless planning and task allocation. Think of it as a combination of Asana and an AI scheduling tool.
  • AI Meeting Assistant: This feature automates meeting scheduling and communication, handling the logistics so your team can focus on the work that matters. Tasks are automatically scheduled based on deadlines, priorities, and team availability, with tasks appearing directly in team members’ calendars.
  • Native Integrations: Motion connects with Google Calendar, Gmail, Zoom, Microsoft Teams, Google Meet, Zapier, Siri, and more, ensuring smooth workflow integration across various platforms.
motion AI productivity tool

Source

Strengths

  • Capacity Evaluation: Motion has full access to team calendars, enabling it to accurately assess the available hours for task completion outside of meetings and personal engagements.
  • Voice and Email Task Assignment: Using Motion apps on your desktop or phone, you can assign tasks by talking to Siri or forwarding emails to a specific Motion address. Tasks are automatically added to Motion and the calendar, complete with priorities and deadlines.

Weaknesses

  • Reliability Issues: Some users report that task priorities can change unexpectedly, leading to rescheduling issues. Similarly, project steps may occasionally alter by themselves, causing potential disruptions in workflow.

Pricing

  • Individual: $19 per month (billed annually) or $34 billed monthly.
  • Team: $12 per user per month (billed annually) or $20 billed monthly.

Motion aims to enhance productivity by combining powerful scheduling features with project management tools, but it’s essential to consider the reported reliability issues when integrating it into your workflow.

Reclaim AI

Reclaim AI (funding of $13.3 million, Seed) is designed to enhance team efficiency through intelligent scheduling and time management. This app leverages a smart calendar to optimize time, fostering better productivity, collaboration, and work-life balance. By integrating with various work tools and providing detailed analytics, Reclaim AI aims to streamline the scheduling process.

Key Features

  • Automated Task Scheduling: Reclaim AI syncs with your task list to optimize daily planning automatically.
  • Focus Time Protection: The app safeguards time for deep work, preventing meeting overruns.
  • Time Tracking Report: By connecting your calendar, Reclaim AI offers insights into how you’ve spent your work hours over the past 12 weeks.
  • Integrations: Reclaim AI integrates natively with Google Calendar and supports task list synchronization from tools like Asana, ClickUp, and Google Tasks. It also integrates with Zoom for meetings.
reclaim AI productivity tool

Source

Strengths

  • Direct Task Scheduling: Users can set deadlines, and Reclaim AI will find the optimal time slots. If tasks aren’t completed, the tool automatically reschedules them.
  • Habit and Routine Scheduling: Reclaim AI allows users to set up recurring habits and routines that auto-schedule in the calendar with flexibility based on user settings.

Weaknesses

  • Setup Process: The initial setup of Reclaim AI can be cumbersome and not very user-friendly.
  • Limited AI Functionality: For example, while Reclaim AI can account for travel time between meetings, users must manually input the travel duration. More advanced AI tools can calculate the travel time automatically based on the location information.

Pricing

  • Free Tier: Offers basic tools at no cost.
  • Starter Plan: $8 per seat per month (billed annually) or $10 per seat per month (billed monthly) for smaller teams.
  • Business Plan: $12 per seat per month (billed annually) or $15 per seat per month (billed monthly) for larger teams.

Reclaim AI focuses on enhancing productivity through smart scheduling and robust integration capabilities, although its setup process and limited AI functionalities might pose challenges for some users.

Clockwise

Clockwise (funding of $76.4 million, Series C) is a scheduling tool designed specifically for teams, promising to save an hour per week for each user. Clockwise allows you to adjust settings to craft an ideal day where work, breaks, and meetings coexist harmoniously.

Key Features

  • Calendar Integration: Integrates seamlessly with popular productivity tools to streamline scheduling.
  • Smart Task and Routine Scheduling: Automatically finds the best time for tasks and routines.
  • Personal Time Protection: Safeguards personal time for meals, travel, and appointments.
  • Meeting Optimization: Optimizes meeting times to free up uninterrupted blocks of Focus Time for each meeting participant.
  • Focus Time Protection: Auto-schedules Focus Time holds to ensure deep work periods.
  • Seamless Scheduling Links: Facilitates scheduling outside an organization using scheduling links.
  • Organizational Analytics: Measures meeting load and focus time across the entire organization.
  • Native Integrations: Integrates with Google Calendar, Slack, Zoom, and Asana, allowing tasks from Asana to be scheduled directly in Clockwise.
clockwise AI tool

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Strengths

  • Smooth Setup Process: The setup is user-friendly and convenient.
  • Automated Buffer Time Calculation: Automatically calculates travel time between meetings based on your primary work location and meeting destinations.

Weaknesses

  • Very Team-Oriented Design: Clockwise may not be ideal for freelancers or those working independently, as it is tailored more towards optimizing schedules for teams and maximizing focus time for team members.

Pricing

  • Free Tier: Provides basic smart calendar management tools at no cost.
  • Teams Plan: $6.75 per user per month, billed annually, suitable for smaller teams.
  • Business Plan: $11.50 per user per month, billed annually, ideal for larger organizations.
  • Enterprise Plan: Offers advanced security and customization options, with pricing available upon request.

Clockwise excels in creating an optimal schedule for team environments, ensuring that work, breaks, and meetings are perfectly balanced to enhance productivity and focus. However, its team-oriented features may not cater well to individual freelancers.

ClickUp

ClickUp (funding of $537.5 million, Series C) is a robust project management platform designed to enhance team communication, goal setting, and deadline management. It offers a suite of features that support various aspects of project and resource management, making it a versatile tool for teams of all sizes.

Key Features

  • Project Management: ClickUp provides advanced functionalities for managing multiple projects and product development workflows.
  • Knowledge Management: Users can create Docs or Wiki-based knowledge bases, perform searches, or consult an AI assistant for information.
  • Resource Management: Features include time tracking, workload views, and goal reviews to effectively manage team resources.
  • Collaboration Tools: Enhances team collaboration through Docs, Whiteboards, and Chats, among other tools.
  • Extensive Integrations: Integrates with over 1,000 tools, including Google Calendar, Zoom, Microsoft Teams, GitHub, and Slack.
clickup

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Strengths

  • Automations: ClickUp offers over 100 automations to streamline workflows, manage routine tasks, and handle project handoffs.
  • Advanced AI Features: Includes AI-powered functionalities such as task summaries, progress updates, writing assistance, prioritizing urgent tasks, and suggesting what to work on next.

Weaknesses

  • Lack of Scheduling Functionality: ClickUp does not include scheduling features, requiring users to use a separate tool for meeting scheduling and time allocation.
  • Cost: The tool is more expensive compared to alternatives, with AI features priced separately.

Pricing

  • Free Plan: Limited storage and some advanced features not available.
  • Unlimited Plan: $7 per user per month (billed annually) or $10 per user per month (billed monthly), suitable for small teams.
  • Business Plan: $12 per user per month (billed annually) or $19 per user per month (billed monthly), ideal for mid-sized teams.
  • Enterprise Plan: Designed for large teams with additional security features; pricing available upon request.
  • Advanced AI Features: Available with any paid plan for an additional $5 per user per month.

ClickUp stands out with its comprehensive project management capabilities and advanced AI features, although it requires supplementary tools for scheduling and comes at a higher cost.

Taskade

Taskade (funding of $5.2 million, Seed) is a comprehensive productivity assistant designed to help teams manage and complete projects more efficiently. This tool integrates AI throughout its functionality, making it a powerful option for various productivity needs.

Key Features

  • AI Workflow Generator: Create custom workflows for your projects with the help of AI.
  • Custom AI Agents: Design AI agents tailored to specific roles such as marketing, project management, research, etc. These agents can be enriched with specified knowledge bases, personas (e.g., financial analyst), and tools (e.g., web browsing).
  • AI Automation and Flows: Automate workflows by connecting Taskade AI with third-party apps to set up triggers and actions. For instance, you can create a WordPress post directly from Taskade.
  • AI Writing Assistant: Supports AI-powered writing tasks, including preparing outlines, writing articles, summarizing content, and making notes.
  • File and Project Interaction: Upload files and “chat” with them, or interact with your projects to get details. 
taskade AI productivity tools

Source

Strengths

  • Comprehensive Functionality: Taskade allows you to plan, research, create documents, and use AI for various tasks, all within the app. It also supports integration with external apps like WordPress.
  • Integrated AI: AI is seamlessly integrated throughout the app, enhancing nearly every feature rather than being an add-on.

Weaknesses

  • AI Performance: The AI often provides inaccurate information, hallucinates, or omits important details.

Pricing

  • Free Plan: Includes very limited AI functionality, like for example, 5 AI requests per month.
  • Taskade Pro: $8 per user per month (billed annually) or $10 per user per month (billed monthly).
  • Taskade for Teams: $16 per user per month (billed annually) or $20 per user per month (billed monthly).

Taskade excels as an all-in-one productivity assistant with deep AI integration, although its AI capabilities need refinement. Its extensive features make it a versatile tool for teams looking to streamline their project management and productivity workflows.

Asana

When discussing project management tools, it’s impossible to overlook Asana, one of the most widely used platforms in the industry. Despite its popularity, Asana’s current AI functionalities are relatively limited compared to some newer players. However, it does offer a few key AI-driven features that can enhance productivity and task management:

  • Generate subtasks based on action points in tasks or meeting notes.
  • Summarize tasks, including content from conversations and comments.
  • Improve writing by adjusting the tone and length of task descriptions and comments.

Excitingly, this is just the beginning for Asana. Tomorrow, on June 5th, they are set to launch Asana Intelligence, which they claim will make them the number one AI work management platform. This upcoming release is highly anticipated, as it promises to bring more advanced AI functionalities that could significantly enhance how users manage their workflows.

Stay tuned as we follow these developments closely. We will update you on how Asana’s new AI features stack up against other solutions in the market, providing a clearer picture of its capabilities and benefits in the ever-evolving landscape of AI-driven productivity tools.

Embracing AI: The Next Step in Work Management

As AI continues to revolutionize the way we approach productivity, tools like Motion, Reclaim, Clockwise, ClickUp, Taskade, and Asana are at the forefront of this transformation. Each of these platforms brings unique strengths and innovative features designed to streamline scheduling, enhance project management, and boost overall efficiency. While some tools like ClickUp and Taskade offer extensive AI capabilities, others like Clockwise and Asana are just beginning their journey into the realm of AI-driven productivity.

The future of work management is undoubtedly intertwined with AI, promising smarter workflows, better time management, and enhanced collaboration. As we continue this series, we will explore more tools and delve deeper into how AI is shaping the landscape of productivity. 

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The post AI-Powered Tools Transforming Task Management and Scheduling appeared first on TOPBOTS.

How to Safeguard Your Models with DataRobot: A Comprehensive Guide

In today’s data-driven world, ensuring the security and privacy of machine learning models is a must-have, as neglecting these aspects can result in hefty fines, data breaches, ransoms to hacker groups and a significant loss of reputation among customers and partners.  DataRobot offers robust solutions to protect against the top 10 risks identified by The Open Worldwide Application Security Project (OWASP), including security and privacy vulnerabilities. Whether you’re working with custom models, using the DataRobot playground, or both, this 7-step safeguarding guide will walk you through how to set up an effective moderation system for your organization.

Step 1: Access the Moderation Library

Begin by opening DataRobot’s Guard Library, where you can select various guards to safeguard your models. These guards can help prevent several issues, such as:

  • Personal Identifiable Information (PII) leakage
  • Prompt injection
  • Harmful content
  • Hallucinations (using Rouge-1 and Faithfulness)
  • Discussion of competition
  • Unauthorized topics

Step 2: Utilize Custom and Advanced Guardrails

DataRobot not only comes equipped with built-in guards but also provides the flexibility to use any custom model as a guard, including large language models (LLM), binary, regression, and multi-class models. This allows you to tailor the moderation system to your specific needs. Additionally, you can employ state-of-the-art ‘NVIDIA NeMo’ input and output self-checking rails to ensure that models stay on topic, avoid blocked words, and handle conversations in a predefined manner. Whether you choose the robust built-in options or decide to integrate your own custom solutions, DataRobot supports your efforts to maintain high standards of security and efficiency.

Configure evaluation and moderation

Step 3: Configure Your Guards

Setting Up Evaluation Deployment Guard

  1. Choose the entity to apply it to (prompt or response).
  2. Deploy global models  from the DataRobot Registry or use your own.
  3. Set the moderation threshold to determine the strictness of the guard.
Example how to set threshold
Example how to set threshold

Example of response with PII moderation criteria > 0.8
Example of response with PII moderation criteria > 0.8

Example of response with PII moderation criteria > 0.5
Example of response with PII moderation criteria > 0.5

Configuring NeMo Guardrails

  1. Provide your OpenAI key.
  2. Use pre-uploaded files or customize them by adding blocked terms. Configure the system prompt to determine blocked or allowed topics, moderation criteria and more.
Configuring NeMo Guardrails

Step 4: Define Moderation Logic

Choose a moderation method:

  • Report: Track and notify admins if the moderation criteria are not met.
  • Block: Block the prompt or response if it fails to meet the criteria, displaying a custom message instead of the LLM response.
 Moderation Logic

By default, the moderation operates as follows:

  • First, prompts are evaluated using configured guards in parallel to reduce latency.
  • If a prompt fails the evaluation by any “blocking” guard, it is not sent to the LLM, reducing costs and enhancing security.
  • The prompts that passed the criteria are scored using LLM and then, responses are evaluated.
  • If the response fails, users see a predefined, customer-created message instead of the raw LLM response.
Evaluation and moderation lineage

Step 5: Test and Deploy

Before going live, thoroughly test the moderation logic. Once satisfied, register and deploy your model. You can then integrate it into various applications, such as a Q&A app, a custom app, or even a Slackbot, to see moderation in action.

Q&A app - DataRobot

Step 6: Monitor and Audit

Keep track of the moderation system’s performance with automatically generated custom metrics. These metrics provide insights into:

  • The number of prompts and responses blocked by each guard.
  • The latency of each moderation phase and guard.
  • The average scores for each guard and phase, such as faithfulness and toxicity.
LLM with Prompt Injection

Additionally, all moderated activities are logged, allowing you to audit app activity and the effectiveness of the moderation system.

Step 7: Implement a Human Feedback Loop

In addition to automated monitoring and logging, establishing a human feedback loop is crucial for refining the effectiveness of your moderation system. This step involves regularly reviewing the outcomes of the moderation process and the decisions made by automated guards. By incorporating feedback from users and administrators, you can continuously improve model accuracy and responsiveness. This human-in-the-loop approach ensures that the moderation system adapts to new challenges and evolves in line with user expectations and changing standards, further enhancing the reliability and trustworthiness of your AI applications.

from datarobot.models.deployment import CustomMetric

custom_metric = CustomMetric.get(
    deployment_id="5c939e08962d741e34f609f0", custom_metric_id="65f17bdcd2d66683cdfc1113")

data = [{'value': 12, 'sample_size': 3, 'timestamp': '2024-03-15T18:00:00'},
        {'value': 11, 'sample_size': 5, 'timestamp': '2024-03-15T17:00:00'},
        {'value': 14, 'sample_size': 3, 'timestamp': '2024-03-15T16:00:00'}]

custom_metric.submit_values(data=data)

# data witch association IDs
data = [{'value': 15, 'sample_size': 2, 'timestamp': '2024-03-15T21:00:00', 'association_id': '65f44d04dbe192b552e752aa'},
        {'value': 13, 'sample_size': 6, 'timestamp': '2024-03-15T20:00:00', 'association_id': '65f44d04dbe192b552e753bb'},
        {'value': 17, 'sample_size': 2, 'timestamp': '2024-03-15T19:00:00', 'association_id': '65f44d04dbe192b552e754cc'}]

custom_metric.submit_values(data=data)

Final Takeaways

Safeguarding your models with DataRobot’s comprehensive moderation tools not only enhances security and privacy but also ensures your deployments operate smoothly and efficiently. By utilizing the advanced guards and customizability options offered, you can tailor your moderation system to meet specific needs and challenges. 

LLM with prompt injection and NeMo guardrails

Monitoring tools and detailed audits further empower you to maintain control over your application’s performance and user interactions. Ultimately, by integrating these robust moderation strategies, you’re not just protecting your models—you’re also upholding trust and integrity in your machine learning solutions, paving the way for safer, more reliable AI applications.

SPRING ‘24 LAUNCH EVENT
Confidently Deploy and Govern Generative AI Solutions
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The post How to Safeguard Your Models with DataRobot: A Comprehensive Guide appeared first on DataRobot AI Platform.

Surveillance robot could improve rehabilitation for patients with lower limb weakness

A team of researchers from Huazhong University of Science and Technology has introduced an innovative human-following surveillance robot designed to assist individuals with lower limb muscle weakness, a condition prevalent among the elderly and those suffering from neurological and motor system diseases. This cutting-edge technology promises to enhance daily mobility and accelerate recovery, offering a significant boost to rehabilitation efforts.

Positioning system enhances versatility, accuracy of drone-viewpoint mixed reality applications

A research group at Osaka University has developed an innovative positioning system by correctly aligning the coordinates of the real and virtual worlds without the need to define routes in advance. This is achieved by integrating two vision-based self-location estimation methods: visual positioning systems (VPS) and natural feature-based tracking.

Why the Microsoft Copilot Launch Is Going Poorly

The launch of Microsoft Copilot is struggling. The people there who know what they are doing are being eclipsed by two things. Too often, they aren’t the ones making critical decisions, and second, someone in the decision tree is starving […]

The post Why the Microsoft Copilot Launch Is Going Poorly appeared first on TechSpective.

Bota Systems – The SensONE 6-axis force torque sensor for robots

Our Bota Systems force torque sensors, like the SensONE, are designed for collaborative and industrial robots. It enables human machine interaction, provides force, vision and inertia data and offers "plug and work" foll all platforms. The compact design is dustproof and water-resistant. The ISO 9409-1-50-4-M6 mounting flange makes integrating the SensONE sensor with robots extremely easy. No adapter is needed, only fasteners! The SensONE sensor is a one of its kind product and the best solution for force feedback applications and collaborative robots at its price. The SensONE is available in two communication options and includes software integration with TwinCAT, ROS, LabVIEW and MATLAB®.

Enhancing nanofibrous acoustic energy harvesters with artificial intelligence

Scientists have employed artificial intelligence techniques to improve the design and production of nanofibers used in wearable nanofiber acoustic energy harvesters (NAEH). These acoustic devices capture sound energy from the environment and convert it into electrical energy, which can then be applied in useful devices, such as hearing aids.

Researchers develop technology that may allow stroke patients to undergo rehab at home

For survivors of strokes, regaining fine motor skills is critical for recovering independence and quality of life. But getting intensive, frequent rehabilitation therapy can be challenging and expensive. Now, researchers are developing a new technology that could allow stroke patients to undergo rehabilitation exercises at home by tracking their wrist movements through a simple setup: a smartphone strapped to the forearm and a low-cost gaming controller called the Novint Falcon.

New technique combines data from different sources for more effective multipurpose robots

Let's say you want to train a robot so it understands how to use tools and can then quickly learn to make repairs around your house with a hammer, wrench, and screwdriver. To do that, you would need an enormous amount of data demonstrating tool use.
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