From Chalkboards to Chatbots
Plus: From Chalkboards to Chatbots
Read time: 5 minutes
Six weeks of after-school AI tutoring helped all students, with girls benefiting the most as they initially lagged behind. Instead of ChatGPT, the program used Microsoft Copilot, guided by teachers who provided initial prompts and support.
What are on FIRE š„
IN PARTNERSHIP WITH BELAY
Accomplish More. Juggle Less.
When you love what you do, it can be easy to take on more ā more tasks, more deadlines, more hours ā but before you know it, you donāt have time to do what you loved in the beginning. Donāt just do more ā do more of what you do best.
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AI INSIGHTS
š¤ AutoGen v0.4: The AI Framework Upgrade You Didnāt Know You Needed

Whatās new in AutoGen v0.4? Think scalability, extensibility, and smoother workflows.
If youāve struggled with clunky APIs, debugging nightmares, or agents that canāt play nice across systems, this update is for you.
1. Redesigned FrameworkĀ
AutoGen v0.4 is all about layersāand no, weāre not talking cake.
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Core: The foundation for event-driven agent systems.
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AgentChat: A task-driven API for group chats, code execution, and pre-built agents.
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Extensions: Supports add-ons like Azure or OpenAI, so you can mix and match.
2. Key Features That Actually MatterĀ
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Asynchronous Messaging: Agents talk back and forth without tripping over each other.
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Modular Design: Plug in your custom agents, tools, or memory modules with ease.
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Debugging Tools: Metric tracking and message tracingāplus OpenTelemetry support.
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Scalability: Build agent networks that work across companies, countries, and chaos.
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Cross-Language Support: Python and .NET work together, with more languages on the way.
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Full Type Support: Fewer bugs, more productivity.
3. Developer Tools Youāll Actually UseĀ
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AutoGen Bench: Test your agents in different scenarios and see what sticks.
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AutoGen Studio: A low-code playground for rapid prototyping. Highlights include:
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Real-time updates.
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Mid-execution control (pause, tweak, resume).
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Visual tools for message flow and team-building.
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4. New Multi-Agent App: Magentic-OneĀ
This isnāt your average AI tool. Magentic-One tackles open-ended tasks across domains, making it a Swiss Army knife for complex challenges.
Why it matters: AutoGen v0.4 fixes the messy bits of agentic AIādebugging, scaling, and collaborationāwhile making it easier for researchers and developers to jump in. Itās not just an upgrade; itās a foundation for the future of agent-driven systems.
So, is it groundbreaking? Not yet. But itās laying the tracks for something big.
TODAY IN AI
AI HIGHLIGHTS
š Researchers tested AI models with āimpossibleā languages – grammars not found in human languages. While LLMs theoretically should master these as easily as real languages, the study showed otherwise. AI struggled more with artificial languages, especially those far from human communication styles.
š Googleās Gemini Live is testing features that let you chat about YouTube videos or PDFs directly from those apps. This conversational AI aims to simplify follow-ups and context-based chats.
š Up Network and DreamSmart introduced Web3 AI glasses powered by Google Gemini. These lightweight glasses (44g) offer AI-driven XR experiences, simplify Web3 complexity, and prioritize privacy. Launch: Q1 2025.
š¤Ā AI Social Media Agent Goes Open Source! An ambient agent, dubbed the “AI social media intern,” has been drafting and scheduling posts for three weeks. Now, it’s available as an open-source repo for everyone!
š¤ OpenAIās o3 chatbot scored 87.5% on a human-level intelligence test, surpassing the previous 55.5% record. Researchers call it a breakthrough but stress AGI (general AI) isnāt here yet.
DAILY AI FUNDRAISING
French AI startup Bioptimus has raised $41M to create a biology-focused AI model. It aims to simulate biology, predict diseases, and revolutionize biotech, pharma, and even cosmetics.
AI SOURCES FROM AI FIRE
NEW EMPOWERED AI TOOLS
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ā Ā Pom helps you pick products that are safe for your health.
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š¤Ā Reachy automates outreach on LinkedIn to find leads, partners, and talent effortlessly.
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šØĀ Shapen transforms images into 3D models for animation, rendering, or 3D printing.
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š§ Ā Supascout uses AI to analyze App Store reviews and address usersā needs and pain points.
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š Fullmoon lets you chat with private and local LLMs on-device.
AI QUICK HITS
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š GIP chairman and Blackrock executive Adebayo Ogunlesi Joins OpenAIās Board of Directors (Link)
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š§ Google Adds Free AI to Gmail, Hikes Workspace Prices (Link)
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š Hugging Face Offers Free Certified Course on LLM Agents (Link)
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š„ Zuckerberg Uses YouTube Clips to Defend AI Copyright Case (Link)
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šµ Freepik Adds Sound to AI Video Editing Tools (Link)
AI CHART

From Chalkboards to Chatbots: Transforming Learning in Nigeria, One Prompt at a Time
Tired of lectures that put you to sleep? Meet Uyi, a high school student from Edo Boys High School in Benin City, Nigeria, whoās discovering that AI can be a tutor, coach, or guideāall thanks to the right prompt.
His school joined a pilot program using generative AI to support learning after hours. So, what happened when AI stepped into classrooms? Three big takeaways from the experiment will blow your mind.
1. Learning Gains for EveryoneāNot Just the Top Students
A six-week AI-driven program turned things around for students across the board. Hereās the kicker: the gains werenāt limited to AI topics or digital skills.
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English proficiency, the main focus, shot up.
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Students also did better in their year-end examsātopics that werenāt even part of the pilot.
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Girls outpaced boys, narrowing the performance gap.
Bottom line: AI as a tutor doesnāt just workāit levels the playing field.
2. Show Up, Soar Higher
Attendance was a challenge. Rainy season floods? Teacher strikes? After-school jobs? Life got in the way. But hereās the deal: every extra day students showed up, their scores climbed higher.
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The program had no āceiling effectāāmore time = more progress.
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A longer program could deliver even bigger results.
Attendance is key, and a better plan to tackle obstacles could make this approach unstoppable.
3. Two Yearsā Progress in Six Weeks
Let this sink in: students achieved learning gains equal to two years of regular school in just six weeks.
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0.3 standard deviations of improvement might sound small, but it beats 80% of other education interventions.
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Compared to structured pedagogy and other strategies, this was faster and more effective.
If this is what a short pilot can do, imagine the potential for a full academic year.
Whatās Next?
This pilot is just the start. Itās the first study to evaluate generative AI as a tutor in a developing context. But questions remain:
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Will students continue using AI skills to master other topics?
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How can teachers and AI collaborate better?
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Are there any unintended consequences we need to watch for?
Why It Matters
Generative AI doesnāt replace learningāit supercharges it. With programs like this, Nigeria and other developing countries could leapfrog traditional education challenges.
Stay tuned for the final blog in this series, where weāll explore how to scale this approach without losing what makes it work. In the meantime, ask yourself: how can one great prompt change everything for you?
AI CHEAT SHEET
AI JOBS
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Akkodis: Artificial Intelligence – Software Engineer (Link)
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Snap Inc.: Staff Software Engineer, Machine Learning Infrastructure, AI Training Platform, 11+ Years of Experience (Link)
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Ingenics Corporation USA: Artificial Intelligence Engineer – Visio System (Link)
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PwC: AI & GenAI Data Scientist-Experienced Associate (Link)
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