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AgentCon - Mukono
Friday, May 22
Check In: Registration and Breakfast
Kick off AgentCon Mukono with coffee, breakfast, and good company. Pick up your badge at the registration desk and settle in before the sessions start. A relaxed window to meet fellow builders, reconnect with the community, and get ready for a day of building AI agents.
Opening by UCU
Welcome to AgentCon Mukono. Uganda Christian University opens the day with a few words on hosting this stop of the global AgentCon tour, the role of the university in Uganda's growing tech community, and what attendees can expect from the sessions ahead. A short introduction to set the stage before we dive into a day of building AI agents.
He has an MBA. He is a lecturer at the School of Business at UCU for the last 20 years; he was a head of department for undergraduate studies and acting dean in 2024. He is currently the eLearning manager for Uganda Christian University.
Agents of Tomorrow: Building the Next Generation of Intelligence
We stand at the edge of a profound shift in artificial intelligence. Over the last five years, generative AI has moved from novelty to necessity—transforming how we create, code, and collaborate. Now, a new frontier is emerging: AI agents. Unlike traditional tools that wait for instructions, agents can perceive, decide, and act toward goals—expanding the boundaries of what humans and machines can achieve together.
In this keynote, we’ll explore the evolution from copilots to fully agentic systems, highlight breakthroughs that are reshaping industries, and imagine the future horizons where autonomous agents redefine productivity, creativity, and discovery. Most importantly, we’ll discuss the role of humans in this new era—not as bystanders, but as leaders guiding how agents operate, align with our values, and amplify our potential.
The Agents of Tomorrow are here—and the future will be built by those bold enough to partner with them.
Henk is a Cloud Advocate specializing in Artificial intelligence and Azure with a background in application development. He is currently part of the AI cloud advocate team and based in the Netherlands. Before joining Microsoft, he was a Microsoft AI MVP and worked as a software developer and architect building lots of AI powered platforms on Azure.
PHALANX - WEB BASED INTRUSION PREVENTION SYSTEM
Phalanx is a security system designed to enhance digital security and automation using modern AI techniques. In this session, I will walk through how Phalanx was built, the problems it aims to solve, and how AI can be applied to detect, respond to, and prevent potential threats or inefficiencies in real-world environments.
Am a master's student at Uganda Christian university, majoring in cyber security. passionate about tech, and a curios person when it comes to new entities. Currently interning at the same institution in the academic's department
Shared Autonomy for Personal Computing: Building File Flow
Shared Autonomy for Personal Computing: Building File Flow - An Autonomous Agent for Intelligent File Organization and Lifecycle Governance
Personal computing has largely remained a manual experience when it comes to managing documents, downloads, folders, and file lifecycle decisions. Users continuously save, transfer, duplicate, move, archive, and delete files, often resulting in fragmented storage systems, inconsistent folder structures, duplicate data, and digital clutter. Despite major advances in intelligent automation, personal file management remains largely untouched by agentic AI.
This session presents File Flow, a proposed autonomous agent system designed to rethink file management through shared autonomy, combining autonomous decision-making with user-customizable control.
File Flow monitors file events across a personal computer, including newly created documents, downloads, transfers, and changes in storage state. Rather than relying solely on static rules or traditional automation scripts, the agent is designed to classify files, generate or adapt organizational structures, and intelligently manage how files are sorted into folders and subfolders. The system explores whether agents can do more than automate repetitive tasks, whether they can participate in designing better information structures.
A core aspect of the project is its shared autonomy model. Users may allow the agent to autonomously develop organization strategies based on observed file patterns, metadata, semantic relationships, or user behaviour. At the same time, users can define custom organizational preferences, rules, protected directories, and preferred storage locations, allowing the agent’s autonomy to remain configurable rather than opaque.
This session will explore how File Flow attempts to balance agent initiative with user control.
Beyond organization, the project introduces a broader concept of file lifecycle governance, extending the role of the agent beyond sorting into safe and reversible management of deletion decisions. Rather than allowing permanent deletion by default, File Flow introduces a managed recycle bin system where deleted files remain recoverable until explicitly approved for destruction by the user.
The system can generate deletion review reports when thresholds are reached; based on storage limits, file count triggers, or scheduled intervals; prompting the user to approve permanent deletions, restore files, or postpone decisions. This creates a human-in-the-loop approval model for destructive actions and introduces concepts of reversible autonomy, auditability, and trust-centred agent design.
The session will examine the architectural components behind the system, including:
File system event monitoring and trigger handling Classification and adaptive organization strategies User-defined policy controls and shared autonomy mechanisms Safety architecture, rollback systems, and protected zones Managed recycle bin workflows and deletion approval logic Audit logs and accountability models Potential evolution into multi-agent architectures involving organizer, safety, policy, and audit agents
The session will also address larger design questions relevant to the future of autonomous agents:
How much autonomy should users delegate to agents in everyday computing? Can agents generate better organizational structures than human users? What safeguards are necessary before allowing agents to make destructive or high-impact decisions? How should trust, reversibility, and approval be designed into autonomous systems from the beginning rather than added later?
In addition to architectural discussion, the session will share implementation challenges, design trade-offs, and lessons learned in thinking about autonomous agents not only as assistants, but as accountable systems operating within human-controlled boundaries.
This session is intended for developers, researchers, system architects, and anyone interested in building trustworthy agent systems that move beyond chat interfaces into real-world operating environments.
File Flow serves as a practical case study for exploring a broader question at the heart of agentic AI:
What does responsible autonomy look like when agents begin operating inside the everyday systems people depend on most?
Imani M.Y. is a Computer Science student, AI enthusiast, and emerging tech innovator passionate about building intelligent systems that solve real-world problems. His work is driven by a strong belief that technology can be a practical tool for addressing underdevelopment and improving standards of living, particularly across Africa. Guided by the vision “Building African systems for Africans,” he focuses on designing and innovating scalable, economically sustainable solutions tailored to low-income communities. Matt serves as a member of the UCU Robotics and AI Chapter and is the Vice President of the UCU Software Engineering Chapter (2026– ), where he contributes to advancing student engagement in software engineering, artificial intelligence, and emerging technologies. He is also the Founder of Debuggers, a community created to inspire, connect, and support young tech enthusiasts exploring innovation, programming, and problem-solving. As a Tech Start-Up Dev, Imani is actively involved in building and experimenting with systems at the intersection of AI, software, and social impact. His interests span intelligent agents, digital systems design, software development, and practical technologies that can transform underserved environments. Professionally, he works as a Web Developer at Yimatt Technologies, contributing to digital solutions and product development while deepening his experience in modern software engineering practice. Beyond technology, Imani is an award-winning debater, accomplished public speaker, and orator, recognized for his ability to communicate complex ideas with clarity, conviction, and vision. He brings together technical thinking, entrepreneurial drive, and persuasive communication to advocate for innovation as a catalyst for progress. Through leadership, community building, and hands-on innovation, Imani is part of a new generation of African technologists working to shape systems that are not only technically advanced, but locally relevant, inclusive, and transformative.
Building an your first Agent
In this session, I'll share how I built a lightweight AI agent using AI Toolkit and Microsoft Foundry to help students navigate campus life, from checking class schedules to answering everyday questions about fees, registration, and campus services. You'll get a look at how to use prompt engineering and tool-calling to turn scattered campus information into an intelligent, conversational assistant. Whether you're exploring AI agents or building agentic applications, this talk will show you how agents can help students focus on what truly matters: learning.
Bethany loves crafting user stories and enhancing user experiences! She strives to make a positive impact on people's lives through her skills in design, code, and leadership. As a Cloud Advocate at Microsoft, she engages with students, aspiring developers, and entrepreneurs to help them learn and grow in Artificial Intelligence (AI). She does this through writing articles, hosting workshops, and speaking at events about AI and cloud computing. She has a strong background in community and skilling others, thanks to her previous roles as a Program Coordinator at Andela and Gold Microsoft Learn Student Ambassador which built her passion for community and skilling others. She comes from a community of marathon runners but decided to run code instead. Outside tech she defines herself as creative. You will find her testing out new hobbies, sketching or deeply engrossed in a book.
Using Design Thinking – Maximising AI Potential
Artificial Intelligence is transforming how we build, solve problems, and create value—but many implementations fail to deliver meaningful impact because they are not designed with people at the center.
This talk explores how Design Thinking can be used as a practical framework to unlock the full potential of AI. By focusing on empathy, problem definition, ideation, prototyping, and testing, we can move beyond hype and build AI solutions that are truly useful, usable, and impactful.
Drawing from real-world experience in technology, community building, and digital product development, this session will demonstrate how combining human-centered design principles with AI tools leads to better decision-making, improved user experiences, and sustainable innovation.
Attendees will leave with a clear understanding of how to approach AI not just as a tool, but as a solution designed around real human needs.
I’m a website developer and WordPress enthusiast from Uganda. I have a strong passion for sharing knowledge and excel at creating visually appealing websites that combine design and coding expertise. I’m also a multilingual translator and skilled technical writer, making complex concepts easy to understand for a global audience. I’m committed to ensuring quality through rigorous system testing for top-notch performance. My dedication to excellence and active involvement in the tech community make me a valuable contributor to the ever-changing digital landscape. I’m a digital artisan shaping user-friendly experiences and bridging language gaps.
Agents Without Limits: Building Smarter Apps with MCP
AI agents are powerful, but they’re only as good as the tools they can access. The Model Context Protocol (MCP) changes the game by giving agents a universal way to connect with external tools, APIs, and data sources. Think of it as the “USB port” for AI; plug in any service, and your agent can instantly use it.
In this session, we’ll explore how MCP works under the hood, why it’s a breakthrough for the agent ecosystem, and how you can start building MCP-enabled applications today. Through live examples, we’ll show how an agent can query a weather API, read files, or even interact with GitHub, without custom integrations every time.
I am a Computer Science Student at Makerere University. I am a proud member of many tech communities including Twilio, Blockchain, GDSC (Google Developer Students Club), the Cybersecurity Association, and the Internet Society of Uganda. Additionally, I actively engage in various micro meetups and organizations that align with my tech interests. In my free time, I channel my passion for technology into technical writing and vlogging, allowing me to share knowledge and insights with a broader audience. Alongside these endeavors, I am deeply involved in nurturing my startup projects, including MpaMpe and mPoint Hub. As a lifelong learner, I continuously seek opportunities for personal and professional growth within the ever-evolving world of technology. I have also made significant contributions to the tech landscape as a Microsoft and Wolfram Ambassador, Twilio Champion, Notion Campus Lead, and GDSC Lead facilitating collaboration and knowledge sharing within global tech communities. More: https://linktr.ee/Atuhaire
Guardians of the Promptiverse: Ensuring LLM Safety and Security
Step into the world of promptiverse guardianship as we explore strategies to ensure the safety and security of your Large Language Model solutions. This talk is a fun and informative journey into defending against prompt hacking, covering techniques like prompt engineering and vigilant monitoring. Join us as we empower you to become a guardian of your LLM, safeguarding it against potential threats and ensuring its integrity in the ever-evolving digital landscape.
Sammy is a seasoned consultant with an extensive background in diverse industries and over a decade of experience. With a specialization in the Microsoft Stack, he has successfully undertaken and delivered numerous projects across sectors such as finance, healthcare, and beyond. In 2015, Sammy made a significant shift in his career by redirecting his focus towards Machine Learning and Artificial Intelligence (AI). Recognizing the transformative potential of these emerging technologies, he dedicated himself to mastering their applications and staying at the forefront of the field. His deep understanding of AI and its practical implications has allowed him to contribute significantly to the advancement of organizations he has been involved with. In 2017, Sammy played a pivotal role in the launch of a new company that specializes in leveraging Artificial Intelligence and Microsoft tools to maximize organizations' potential. His expertise and leadership were instrumental in establishing the company as a prominent player in the AI landscape. Through his strategic insights and hands-on involvement, Sammy has helped numerous businesses harness the power of AI to drive innovation, improve operational efficiency, and achieve sustainable growth. Beyond his professional endeavors, Sammy is a passionate advocate for AI education and community building. He serves as a board member of the global AI community, where he actively contributes to fostering collaboration, knowledge sharing, and networking opportunities among professionals in the field. As an esteemed international speaker, Sammy frequently shares his expertise and insights at industry conferences, seminars, and workshops, inspiring and educating audiences about the transformative potential of AI. Sammy's commitment to excellence and his contributions to the AI community have been recognized with the prestigious MVP (Most Valuable Professional) award in AI since 2021. This accolade further underscores his dedication, expertise, and impact in the field, cementing his position as a trusted advisor and thought leader in the intersection of AI and business. With his vast experience, deep knowledge, and unwavering passion for AI, Sammy continues to shape the future of organizations by unlocking their potential through cutting-edge technologies, and inspiring others to embark on their own AI journeys.
The Grand Closing: Raffle & Community Quiz
What better way to end the day than with a little friendly competition and a lot of good energy? Our closing session brings the whole community together for a fun-filled raffle and quiz, a celebration of everything we've explored and discussed today.
Put your AI knowledge to the test, cheer on your fellow attendees, and keep your fingers crossed as we draw our raffle winners. Prizes, laughs, and great company guaranteed. See you at the finish line!