AI Agents & Automation

ChatBetter was a research preview tool that enabled users to explore the benefits of interacting with multiple Large Language Models (LLMs) at once. Over 30,000 participants used the platform to investigate whether this multi-model approach could yield more reliable and trustworthy outcomes. The project, now closed, focused on routing questions to the most suitable model, grounding responses in source data, and automatically combining outputs using AI agents. The insights gained from ChatBetter regarding multi-model orchestration, quality guardrails, and trustworthy AI output are now being applied to new projects by the Unsupervised team, including agentic data analysis and process automation tools.

CloudBase-MCP acts as a deployment bridge between AI IDEs and Tencent CloudBase, allowing developers to go from AI prompt to live application with ease. It addresses the gap between code generation by AI tools (like OpenClaw, Cursor, CodeBuddy) and the actual deployment, configuration, and hosting of applications. The tool eliminates the need for manual DevOps configurations, YAML files, and repetitive switching between IDEs and cloud consoles. Key features include AI-native code generation for CloudBase best practices, one-click deployment for various cloud resources (functions, databases, static sites), smart debugging with AI-powered log analysis and fix generation, and full-stack support for web, mini-programs, and backend services. It also offers knowledge retrieval from CloudBase and WeChat Mini-Program knowledge bases, and flexible workflows.

Riff, formerly known as Databutton, is an AI agent and application development platform designed to help businesses integrate AI into their operations. The platform allows teams to build AI agents and apps that automate deep work such as reconciliation, exceptions, and decision-making, particularly within ERP systems. Riff emphasizes rapid deployment, with agents going live in weeks, and provides IT governance features including security, approval workflows, maintenance, and lifecycle management. It supports use cases across order to cash, procurement, finance, and operations, enabling agents to read, write, and close the loop with real systems. The platform generates full-stack solutions in standard Python and FastAPI, ensuring audit-ready code and enterprise-grade security with SOC 2, ISO 27001, and GDPR-ready practices.

Conscience Robotics offers an advanced operating system, Conscience OS, designed to unlock the full potential of robotic units. This compact system, measuring 8.5x11.2x2.8 cm, is easily installed into existing robots. It features Conscience Connect, an intuitive user interface compatible with virtual reality, enabling seamless human-machine interaction and precise command execution. Conscience Studio allows users to create new robotic skills, add them to a library, and even exchange or sell them on an online marketplace. The OS also facilitates collaborative work among multiple robots, regardless of type (drone, rover, biped), for complex task simplification. Conscience Robotics provides various robots utilizing Conscience OS, including autonomous tracers, inspection robots, and health monitoring systems, alongside custom robotics solutions.

The agent-starter-pack offers a comprehensive solution for shipping AI Agents to Google Cloud quickly, providing production-ready templates with integrated CI/CD, evaluation, and observability. It allows developers to focus on agent logic while handling infrastructure, security, and monitoring. Key features include pre-built agent templates (ReAct, RAG, multi-agent, Live API), Vertex AI evaluation, an interactive playground, and production-ready infrastructure on Cloud Run or Agent Engine. The tool supports CI/CD automation with Google Cloud Build and GitHub Actions, data pipelines for RAG, and remote template creation. It also integrates with Gemini CLI for guidance and code examples, making it easier to develop, deploy, and operate agents.

Hack To The Rescue is a generative AI hackathon designed to foster social good by connecting tech companies with nonprofits. Participants form teams to develop AI solutions for pressing real-world challenges, with a focus on areas like mental health, democracy, crisis response, and education. The event is free and online, offering a platform for tech professionals to apply their skills to create significant social impact. Winning teams receive prizes, which are then donated to a charity of their choice. The hackathon emphasizes responsible AI principles, rapid prototyping, and delivering measurable outcomes for nonprofit-focused projects.

IntuiCell develops first-generation genuine intelligence software inspired by the instinctive learning observed in nature. Unlike conventional AI that relies on large datasets and extensive training, IntuiCell's technology is designed to learn and operate autonomously. It aims to create intelligent systems that mimic evolutionary processes, allowing them to adapt and function without prior data. This approach focuses on enabling software to develop an inherent understanding, similar to how a newborn creature learns instinctively, making it a unique solution for building intelligent agents.

Aleph Alpha specializes in developing secure and sovereign large language models (SLLMs) and AI solutions tailored for businesses and public institutions across Europe. Their technology addresses critical needs where general AI models fall short, particularly in areas requiring deep domain knowledge, strict regulatory compliance, and data sovereignty. Aleph Alpha partners with clients from conception to deployment, offering customized SLLMs that operate on European infrastructure and adhere to EU law. They provide solutions for various sectors including legal, administration, industry, and science, ensuring measurable success and seamless integration into existing workflows. The company emphasizes responsible AI development, with an international team based in Germany.

Letta Code, formerly MemGPT, is a memory-first agent designed to create deeply personalized AI agents. These agents are persistent, evolving with the user through unique experiences and personas, rather than operating in stateless sessions. The tool incorporates background memory subagents that continuously improve prompts, context, and skills over time. Users can transparently view and modify their agent's memory and context, and even port conversation histories and memory between different models and providers. Letta Code supports mobile access and allows agents to be run and controlled remotely on external devices, moving along with their memory, context, and files. It is compatible with existing API keys and coding plans, offering a flexible and integrated solution for agent development.

Mindbeam AI introduces Litespark, a language model framework designed to significantly speed up training and inference workloads for generative AI applications. It addresses the limitations of current AI infrastructure performance by utilizing advanced algorithms, making the production of larger models more cost-effective and enabling the implementation of advanced AI technologies. Litespark can reduce pre-training time from months to days, offering blazing fast performance with zero code changes and compatibility with industry-standard ML frameworks. This framework also provides substantial cost and energy savings, reducing the carbon footprint of large generative AI models.

C3 AI is a leading Enterprise AI application software company that empowers organizations globally to develop, deploy, and operate AI solutions at scale. It provides a comprehensive suite of tools, including the C3 Agentic AI Platform for application development, C3 Generative AI for surfacing insights, and C3 Code for building and deploying applications with natural language. The platform offers over 40 turnkey Enterprise AI applications tailored for various industries such as manufacturing, financial services, government, and oil & gas. C3 AI supports deep code, low code, and no code development, integrating with industry-standard tools like Jupyter Notebook, R, Python, and Scala, and deploying on major cloud providers like AWS, Azure, and Google Cloud.

Peregrine.ai builds highly efficient perception systems that transform ordinary cameras into intelligent, context-aware sensors. It leverages Edge AI to process video data locally, significantly reducing bandwidth, storage, and cloud dependency while delivering real-time operational intelligence. The platform offers multi-task AI models for object detection, tracking, depth estimation, and spatial mapping, all optimized for low-power devices. Peregrine.ai is hardware-agnostic and developer-friendly, supporting rapid deployment and iteration at scale. It also features a privacy-first architecture, automatically anonymizing personal information like faces and license plates at petabyte scale, ensuring GDPR and AI act compliance by default. This makes it ideal for applications in mobility, geo-location data, drones, security, and shopfloor safety.

Scaleout delivers sovereign AI infrastructure designed for machine learning that trains directly on edge devices such as drones, vehicles, and industrial fleets. The platform ensures raw data never leaves the device by utilizing federated learning, where only encrypted weight updates are shared. Key features include full model provenance, providing a complete audit trail with every version recorded, and fleet-wide observability for training metrics and hardware telemetry from every node. Scaleout offers ready-to-use modules for common edge AI workloads like perception, autonomy, and ASR, built with reference models and deployment templates. It supports use cases in tactical edge environments, autonomous transport, sovereign data requirements, and cross-jurisdictional federated intelligence.

Unitalk AI offers the first private AI agent server, providing businesses with a team of over 60 AI agents for various functions like marketing, sales, support, and HR. Users can activate agents without recruiting, benefiting from a managed private AI server that is GDPR compliant and hosted in France. The platform connects to leading AI models, user data, and applications, ensuring data privacy by never using user data to train models. Pricing starts at €29/month for infrastructure, with additional usage-based costs, eliminating per-user fees. It also integrates with various business tools like n8n, Twenty CRM, and Ghost Blog, all controlled from a single interface.

UNOLABS empowers businesses with cutting-edge Data, AI, and Cloud solutions, driving innovation, efficiency, and growth across various industries. As a community of data experts, they specialize in delivering remarkable results through advanced analytics and AI, enabling data-driven decisions that lead to increased revenue, reduced costs, and enhanced customer satisfaction. Their services include strategic consulting for digital transformation and data governance, data engineering, cloud engineering, and product engineering. They also foster innovation through GenAI, experience innovation, and analytics, while ensuring seamless project execution with data management and DevOps. UNOLABS caters to industries like retail, fintech, and manufacturing, providing tailored solutions to leverage technology, elevate customer engagement, and fuel innovation.

SreeVia AI Technologies delivers transformative AI solutions designed to streamline operations, enhance customer experiences, and solve complex enterprise challenges. The company offers intelligent automation, predictive analytics, and tailored AI services to help businesses stay ahead. SreeVia AI aims to make AI accessible to both tech and non-tech sectors, providing solutions that unlock new possibilities through smart and effective AI. They emphasize a process of Discuss, Design, Develop, and Deploy, ensuring customized and impactful AI integration for their clients.

TechyNerves is a company dedicated to crafting transformative digital solutions that bridge imagination and reality. Their flagship products include Beyond Bounds, an AR/VR platform designed to break limitations between physical and digital worlds, enhancing user engagement and transforming industries through virtual experiences. They also offer Command X, a powerful all-in-one dashboard for productivity, collaboration, and automation, built with privacy and security at its core. TechyNerves continues to push the boundaries of AI, automation, and immersive experiences, constantly reimagining how technology can enhance human potential while maintaining a strong commitment to innovation, privacy, and accessibility. Their development is user-driven, prioritizing feedback, and they support open-source initiatives.

Suprabit is a Croatia-based digital products company with over 30 years of experience, specializing in IoT, AI, blockchain, cloud, and mobile app development. They design, develop, and deploy innovative products that drive growth for businesses across multiple sectors. Suprabit works closely with clients to understand their needs and craft solutions to real-world challenges, including AI-driven personalized conversations with SupraChat, smart building sensors, and decentralized exchanges like Q DEX. Their expertise helps businesses stay ahead of the curve and unlock new opportunities.

Fastn UCL is an embedded integration and automation platform designed for SaaS companies and AI agent builders. It provides a solution to eliminate the need for building and maintaining integrations, allowing users to embed once and give customers working integrations powered by AI agents. The platform focuses on trustworthy agents for high-value workflows, helping agents master tools, minimize token usage, and maximize security. Key features include Fastn Adaptive Context, an intelligent gateway that streamlines context, compresses tool chains, and lowers token costs while ensuring enterprise security and compliance. It offers tool orchestration, composition, performance optimization, and transparent tracking of agent decisions and tool usage. Fastn also provides enterprise-grade security, compliance, and performance, including SOC 2 Type II certification, ISO-certification, and HIPAA/PCI readiness.

Wolk is a data and AI consultancy based in Utrecht, specializing in helping mission-driven teams leverage data for real-world impact. They offer comprehensive services including data and AI strategy development, assessing data maturity, identifying opportunities, and creating actionable roadmaps. Wolk also builds secure and scalable data platforms to centralize data, ensuring a single source of truth for teams and AI solutions. Furthermore, they develop custom AI solutions and automation, such as AI agents, to streamline time-consuming processes and deliver critical insights. Their expertise spans industries like FoodTech, high-tech manufacturing, and the energy transition, focusing on accelerating innovation and optimizing operations through data and AI.

Data Nectar specializes in accelerating data and AI-led initiatives, helping businesses maximize the power of their data, drive innovation, and optimize workflows. The company provides comprehensive data consulting services, leveraging expertise in data engineering, analytics, and generative AI technologies. Their offerings include AI, ML, and advanced analytics solutions, BI and data visualization, data strategy and consulting, data architecture and engineering, and migration to cloud data platforms. Data Nectar also focuses on creating generative AI-powered business knowledge bases and developing custom applications, aiming to transform complex data into actionable insights for competitive decision-making and improved bottom lines.

BlueTensor specializes in developing and implementing rapid, accurate, and effective artificial intelligence solutions tailored to specific company needs. Their approach is guided by the AI ADOPTION Framework, which streamlines and accelerates the delivery of AI solutions. BlueTensor offers products like EYERUS for computer vision and Linguanalysis for language and content analysis, alongside custom development services. They focus on improving processes, reducing costs, and stimulating growth, with a commitment to providing measurable results and transforming challenges into opportunities for their clients.

Ai Brains is a Dubai-based AI technology company offering comprehensive solutions in AI app development, metaverse design, and advanced hologram technology. They specialize in creating interactive AI characters and providing HoloBox hologram solutions, catering to a diverse range of clients. With over 969 projects delivered, Ai Brains focuses on delivering state-of-the-art technology to help businesses achieve their goals. Their services extend to web development and AI solutions across the Middle East, positioning them as a key player in the region's technological advancement.

Kornia AI is a non-profit organization dedicated to advancing Spatial Artificial Intelligence through open collaboration. Founded in 2018, it offers a PyTorch-based geometric computer vision library that serves as the foundation for its ecosystem, powering millions of downloads monthly with differentiable computer vision operations. Beyond the core library, Kornia AI also provides Kornia-rs, a high-performance, low-level 3D computer vision library in Rust, and Bubbaloop, a VLM serving platform for multimodal AI. The platform enables seamless multimodal inference from prototype to production at enterprise scale. Kornia AI supports its community with pre-built developer bundles, including hardware with Docker services and the Bubbaloop platform pre-installed, designed for immediate use with zero configuration.