ibl.ai Agentic AI Blog

Insights on building and deploying agentic AI systems. Our blog covers AI agent architectures, LLM infrastructure, MCP servers, enterprise deployment strategies, and real-world implementation guides. Whether you are a developer building AI agents, a CTO evaluating agentic platforms, or a technical leader driving AI adoption, you will find practical guidance here.

Topics We Cover

Featured Research and Reports

We analyze key research from leading institutions and labs including Google DeepMind, Anthropic, OpenAI, Meta AI, McKinsey, and the World Economic Forum. Our content includes detailed analysis of reports on AI agents, foundation models, and enterprise AI strategy.

For Technical Leaders

CTOs, engineering leads, and AI architects turn to our blog for guidance on agent orchestration, model evaluation, infrastructure planning, and building production-ready AI systems. We provide frameworks for responsible AI deployment that balance capability with safety and reliability.

Interested in an on-premise deployment or AI transformation? Calculate your AI costs. Call/text 📞 (571) 293-0242

Conferences

Transcripts and key takeaways from major education and AI conferences including ASU+GSV Summit.

Full transcripts and key takeaways from leading education and AI conferences. Watch the sessions, read the highlights, and explore insights from top speakers at events like the ASU+GSV Summit.

70 articles in this category

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The AI Governance Mirage: Why Enterprises Are Building Control Planes From Scratch

72% of enterprises believe they have adequate AI governance. VentureBeat's Q1 2026 research says most don't. Here's what the organizations getting it right are doing differently.

ibl.ai EngineeringApril 23, 2026
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How Enterprise Teams Are Replacing AI Chatbots with Autonomous Agent Architectures in 2026

The Stanford AI Index 2026 confirmed what enterprise leaders are learning the hard way: autonomous agents now outperform expectations, but most organizations are still buying chatbots. Here's what the shift to agentic architecture actually looks like in practice.

ibl.ai EngineeringApril 22, 2026
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Becoming Is a Journey: Young Adults Charting Their Paths

This session showcases Road Trip Nation's partnership with Brightbound to bring career exploration to middle school students through a PBS documentary and scalable digital tools.

Arnaud Turner, Catherine Alves, Joana PonceApril 15, 2026
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Powered by Curiosity: Designing Learning for the Age of AI

This panel challenged the ASU+GSV conference itself, asking whether the education technology community is too focused on solutions and not enough on the enduring human values of curiosity, creativity, and child development.

Brian Johnsrud, Gabrielle Rosemond, Will Ji, Dan QuineApril 15, 2026
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Democrats Finding the Plot on Education...How Did We Get Here?

Former Rhode Island Governor and U.S.

Abigail Hollingsworth, Claire Zau, Jermall Wright, Zach Hrynowski, Zach HrynowskiApril 14, 2026
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At the Speed of AI – Personalizing Knowledge for 8 Billion People

This StarTrack panel featured founders of three breakout AI companies -- Connor Zwick (Speak), Andrew Grauer (Quillbot), and Victor Riparbelli (Synthesia) -- moderated by Claire Zau (GSV Ventures), discussing why they chose to build in education desp

Andrew Grauer, Connor Zwick, Victor Riparbelli, Claire ZauApril 14, 2026
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Bull Market for Teachers... Architects of Human Potential

This session explored whether AI could create a "bull market" for teaching by making the profession more accessible, attractive, and effective, featuring Nonie Lesaux (Harvard), Aneesh Sohoni (Teach For America), and Aylon Samouha (Transcend).

Aneesh Sohoni, Nonie Lesaux, Aylon SamouhaApril 14, 2026
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Building with the Cool Kids: The New Architecture of Classroom Engagement

This panel of ed tech company leaders -- Ankit Gupta (Wayground/Quizizz), Bethlam Forsa (Savvas), and Sam Chaudhary (ClassDojo) -- discussed how classroom engagement is evolving through AI-powered personalization, multimodal input, and growing student agency.

Ankit Gupta, Bethlam Forsa, Sam ChaudharyApril 14, 2026
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Coffee with Crow: Building A Future Where Everyone Can Work with AI

A panel featuring former U.S.

Ben Pring, Steve Yadzinski (Jobs for the Future (JFF))April 14, 2026
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A Student-First, AI-Native Vision for the Future

A senior leader from Western Governors University (WGU) presented a comprehensive vision for how AI can fundamentally transform higher education from a provider-centered model to a learner-centered one.

Brian Hemphill, Jeremy Singer, Pradeep Khosla, Sian Beilock, Tim Cleary, JP NovinApril 14, 2026
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Cage Match or Common Ground: Higher Ed, Skills, and AI

This session explored whether skills-based hiring and college degrees are mutually exclusive or complementary, moderated by Jane Swift with panelists Byron Auguste (Opportunity@Work) and Ted Mitchell (ACE).

Byron Auguste, Ted Mitchell, Jane SwiftApril 14, 2026
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But What are You Doing for YOUR Kids?

This panel, moderated by Patrick Methvin (Gates Foundation), brought together education leaders who are also parents -- Dacia Toll (CourseMojo), Michael Sorrell (Paul Quinn College), and Stephen Jull (Teach for All) -- to explore the disconnect betwe

Dacia Toll, Michael Sorrell, Stephen Jull, Patrick YoussefApril 14, 2026
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Leading with Civility: From Hoosier Roots to Harvard Halls

Former Indiana Governor Eric Holcomb sat down with Bill Hansen in a fireside chat about leadership, civility, and the future of education and workforce development.

Eric Holcomb, Bill HansenApril 14, 2026
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MindUp with Goldie Hawn

Goldie Hawn and ASU College of Education Dean Carole Basile discuss the MindUp program, Hawn's evidence-based initiative teaching children about their brains as a foundation for emotional self-regulation and learning.

Goldie Hawn, Carole Basile, Deborah QuazzoApril 14, 2026
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FIRE It Up...

FIRE (Foundation for Individual Rights and Expression) president Greg Lukianoff speaks with Studium founder Olivia Gross about the crisis of free speech in education and its intersection with AI.

Greg Lukianoff, Olivia GrossApril 14, 2026
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Career-Connected Learning

This panel on career-connected learning featured CEOs from four education companies -- James Rhyu (Stride), Jamie Candee (Edmentum), Krishna Kumar (Simplilearn), and Steve Daly (Instructure) -- moderated by Tony Won (Reach Capital).

James Rhyu, Jamie Candee, Krishna Kumar, Steve DalyApril 14, 2026
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A National Imperative… Jim Shelton on the Work of Opportunity in the Age of AI

Jim Shelton, CEO of Blue Meridian Partners, delivers a sobering keynote framing AI not as a standalone threat but as an "accelerator" pouring gasoline on a pre-existing fire of declining economic mobility.

Jim SheltonApril 14, 2026
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Coffee with Crow: Future-Ready Nations: Education as Economic Strategy

ASU President Michael Crow leads a conversation with former Korean Education Minister Lee Ju-ho, Kazakhstan Science and Higher Education Minister Sayasat Nurbek, and global university builder Doug Becker (Cintana Education) on education as a national economic strategy.

Jon FordApril 14, 2026
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AI is the New Key to Unlocking the American Dream

This panel brought together Taylor Stockton (DOL Chief Innovation Officer), Josh Allen (Walmart Academy), and Naria Santa Lucia (Microsoft Elevate) to discuss AI's impact on the labor economy and workforce.

Josh Allen, Naria Santa Lucia, Taylor StocktonApril 14, 2026
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What Do Kids Need to Learn in the Age of AI?

A panel featuring education experts Kaya Henderson and Rick Hess debates what students actually need to learn in the age of AI, drawing on interviews with over 60 experts conducted by the Learning Commons foundation.

Kaya Henderson, Rick Hess, moderator from Learning CommonsApril 14, 2026
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Connected Intelligence: The AI Network Effect in Higher Ed

Lisa Gevelber of Grow with Google announces what she describes as Google's largest-ever commitment to AI in education: free AI training for all six million U.S.

Lisa GevelberApril 14, 2026
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Can't We Be Friends...It's Not People, It's Parties...Coming Together

Former U.S.

Margaret Spellings, Arne Duncan, Ben WallersteinApril 14, 2026
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Coffee with Crow: The AI Roadmap Ahead: Pro Human Learning & Work

ASU President Michael Crow moderates a conversation with will.i.

Michael Crow, will.i.am, Sonya ChristianApril 14, 2026
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Actors + Math Stars = Building a Thought Full World

Po-Shen Loh, Carnegie Mellon professor and former national coach of the U.S.

Po-Shen LohApril 14, 2026
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Class Disrupted Live: Reed Hastings on the AI-Powered Future of Learning

Reed Hastings, speaking from the board of Anthropic and 25+ years of education work, delivered a sweeping assessment of what has and hasn't worked in education reform.

Reed Hastings, Michael Horn, Diane TavennerApril 14, 2026
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Burning Traditional Learning... Here Comes the Disruptors

A provocative lunchtime panel moderated by Larry Chu (Goodwin) pitted three EdTech leaders against each other on what's worth saving and what's worth burning down in traditional education.

Adeel Khan, Connor Zwick, David Rogier, Larry ChuApril 13, 2026
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From Experience to Insight: State Chiefs on System Leadership

This candid panel featured three former state education chiefs -- Aimee Guidera (former Virginia Secretary of Education), Deborah Gist (former chief in DC and Rhode Island), and Dr.

Aimee Guidera, Deborah Gist, Dr. Christina Grant, Angélica Infante-GreenApril 13, 2026
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From Experience to Insight: State Chiefs on System Leadership

This candid panel featured three former state education chiefs -- Aimee Guidera (former Virginia Secretary of Education), Deborah Gist (former chief in DC and Rhode Island), and Dr.

Angélica Infante-Green, Aimee Guidera, Deborah Gist, Dr. Christina GrantApril 13, 2026
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One Civic Mission, Many Paths: State Leaders on the Future of Civics

This panel brought together state education leaders from Indiana, Massachusetts, New York, and Utah to discuss the current state of civics education across the country.

Betty A. Rosa, Katie JennerApril 13, 2026
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Turning Goals Into Scalable Systems: Statewide Career Navigation in Action

This panel explored the practical challenges of building statewide career navigation systems that actually reach students.

Brent Haken, Connor Harrington, Tom Cheney, Sidney Kopsa, Julie KreisApril 13, 2026
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From Content to Conversation

Victor Riparbelli, CEO and co-founder of Synthesia, presented the evolution of AI video from simple avatar-based content creation to interactive "Video Agents" that transform learning from passive consumption to two-way conversation.

Charles WestrinApril 13, 2026
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Are You AI Ready?

David Marchick, Dean of the Kogod School of Business at American University, presented a detailed case study of how Kogod became what Bloomberg recognized as the first "AI-first" business school in the world.

David MarchickApril 13, 2026
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What It Means to Be an American — and What It Requires of Us at This Moment

This panel explores the state of American democracy and civic education 250 years after the nation's founding, featuring Eric Liu (Citizen University), Ellen Dollarhide McCoy (Ronald Reagan Institute), Louise Dubé (iCivics), and Julie Lammers (Britebound).

Ellen Dollarhide McCoy, Eric Liu, Julie LammersApril 13, 2026
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Clear Eyes, Full Hearts, Can't Lose... Texas Education Policy

This panel showcased Texas as a national model for place-based education partnerships, featuring F. Mike Miles (Houston ISD superintendent), Todd Williams (Commit Partnership), Jeff Edmonson (Ballmer Group), and Anne Wicks (Bush Institute) as moderator.

F. Mike Miles, Jeff Edmonson, Todd Williams, Anne WicksApril 13, 2026
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Meeting Education's Fierce Urgency of Now: A Conversation with Geoff Canada

Geoffrey Canada, founder of the Harlem Children's Zone, delivers an impassioned conversation about why he came out of retirement -- summoned, he says, by a divine calling to save another million children.

Geoffrey Canada, Rosa FloresApril 13, 2026
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Multiple Choice... What's Love Got to Do With It?

A panel moderated by Michelle Rhee explores the state of school choice in America, featuring perspectives from charter school advocates, operators, and a Chicago-based leader confronting anti-choice political forces.

Jason Van Heukelum, Ted DintersmithApril 13, 2026
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Accelerator Announcement with Jonathan Hage

Jonathan Hage announced the launch of "Launched," described as the world's first true education innovation marketplace.

Jonathan HageApril 13, 2026
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Beg, Borrow or Steal…A New American Talent System for an AI Disrupted World

Moderated by Jon Schnur (America Achieves), this panel examined how the U.S.

Joseph Fuller, MC Pilon, Alison Griffin, Jon SchnurApril 13, 2026
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Beyond the Novelty: Evaluating AI-Powered Career Navigation Tools

A five-person panel moderated by Rowan Trollope (BrightBound) explored how AI-powered career navigation tools can reduce inequalities rather than reinforce them.

Julia Dixon, Keely Cat-Wells, Nick Gross, Sam Hyams, Rowan TrollopeApril 13, 2026
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Disagreeing Better

Harvard Kennedy School professor Julia Minson presented the core ideas from her new book "How to Disagree Better," arguing that persuasion fundamentally does not work and that the real goal of constructive disagreement should be getting the other per

Julia Minson, Olivia Eve Gross, Liz WillenApril 13, 2026
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We the Poets… A Civic Performance by Lemon Andersen

Spoken word poet Lemon Andersen delivers a powerful civic performance poem followed by a pitch for "We the Poets," a proposed TV series where "def poetry jam meets the United States Constitution.

Lemon AndersenApril 13, 2026
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Creating Alpha in Education

Mackenzie (Alpha School founder) and Austin (Gauntlet AI founder) described two radical approaches to education built from first principles.

Mackenzie, AustinApril 13, 2026
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May The Force Be With You Championing Diversity

SHRM CEO Johnny Taylor Jr. is interviewed by Debra Dunn on the evolving landscape of workplace diversity, AI's impact on the workforce, and the escalating crisis of workplace incivility.

IBL TeamApril 13, 2026
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FUSION with Michael Moe

GSV founder Michael Moe delivers the opening keynote of the 17th annual ASU-GSV Summit, framing education's transformation through the lens of "fusion" -- the convergence of man and machine, learning and earning, physical and digital.

Michael MoeApril 13, 2026
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AI with Raspberry Pi

Paula Golden of the Broadcom Foundation and Philip Colligan, CEO of the Raspberry Pi Foundation, discussed their long-standing partnership to democratize access to computing and AI education for young people worldwide.

Paula Golden, Philip ColliganApril 13, 2026
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From Wedge to Leading Edge... Rahm Emanuel on the Education Reset

Former Ambassador Rahm Emanuel discusses his vision for education reform in America, drawing on his experience as Mayor of Chicago, White House Chief of Staff, and potential 2028 presidential candidate.

Rahm Emanuel, Michael Moe, Phyllis Lockett, Dr. Mahalia HinesApril 13, 2026
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AI Just Found a 23-Year-Old Linux Kernel Vulnerability — Here's What That Means for Security

An Anthropic researcher used Claude Code to discover a heap buffer overflow in the Linux kernel that went undetected for 23 years. This is what changes when AI agents start auditing critical infrastructure.

ibl.aiApril 4, 2026
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Claw Agents for K-12: 12 AI Agents for Schools and Districts

12 pre-built K-12 agent configurations for OpenClaw and NemoClaw. Cover tutoring, lesson planning, assessment creation, writing feedback, special education support, student safety, and family communication.

ibl.ai EngineeringMarch 25, 2026
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Supply-Chain Attacks and AI Security Agents: Why Owning Your AI Infrastructure Is No Longer Optional

A major supply-chain attack on LiteLLM and Google's new AI security agents at RSA 2026 reveal the same truth: organizations need to own and control their AI infrastructure.

ibl.aiMarch 24, 2026
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Memory and Skills: What Turns an Agent Loop into a Real AI Agent

An agent with no memory forgets everything between sessions. An agent with no skills can only use its built-in tools. Add both and you get something you would actually use every day. Here is how memory and skills work across the claw ecosystem.

Miguel AmigotFebruary 25, 2026
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Why LLM-Agnostic Architecture Is the Only Future-Proof Strategy for AI in Higher Education

Hard-wiring a single AI model into your edtech stack is a ticking time bomb. Here's the technical case for LLM-agnostic architecture — and how it changes what's possible for universities.

Elizabeth RobertsFebruary 14, 2026
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Why AI Architecture Matters More Than AI Capability

Microsoft's AI chief says white-collar automation is 12 months away. But the real challenge isn't whether AI can do the work — it's whether institutions can deploy AI within the constraints that actually matter: privacy, pedagogy, and control.

Elizabeth RobertsFebruary 13, 2026
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University Events AI Agent: Seamless Experiences, Less Admin

Universities run thousands of events annually. A purpose-built AI agent can handle logistics so event staff can focus on creating memorable experiences.

Higher EducationDecember 17, 2025
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mentorAI at GWU for Student Success and Faculty Support: 85% Cheaper than ChatGPT and 75% Cheaper than Microsoft Copilot

At George Washington University, Professor Lorena A. Barba and ibl.ai deployed a customizable, course-grounded AI mentor—an 85% cheaper, faculty-led alternative to ChatGPT and Microsoft Copilot—empowering educators with full control, transparency, and measurable impact on student success.

Higher EducationDecember 8, 2025
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ibl.ai Weekly Update — Week of November 7, 2025

Weekly platform update for the week of November 7, 2025, covering Featured Mentors & Discovery, File Uploads, Proactive Mentor Notifications, Google Calendar Toolkit, Personalized Mentor Endpoint, Deeper RBAC Coverage, Unified RBAC Management, and Instructor Workspace—plus partner spotlights with NVIDIA and Georgetown University.

ibl.aiNovember 7, 2025
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mentorAI Powers MedStar Health-Georgetown AI CoLab and DAIMLAS Universal “AI for Health” Summit

Announcement of ibl.ai’s sponsorship and delivery of the Universal “AI for Health” Summit AI Assistant—an event-specific, conversational guide that helps MedStar Health–Georgetown attendees navigate agenda, locations, logistics, and session content before, during, and after the conference.

Higher EducationOctober 22, 2025
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AI Agents for University Events: Seamless Experiences, Less Administration

Universities run thousands of events yearly. AI agents handle logistics so event staff can focus on creating memorable experiences.

Higher EducationOctober 21, 2025
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Standards That Matter (LTI, xAPI): Why Education-Native Plumbing Beats Generic Chat

A practical look at how LTI and xAPI turn AI from “just a chatbot” into a campus-ready mentoring platform—and why mentorAI’s education-native plumbing outperforms general-purpose chat tools.

Higher EducationOctober 8, 2025
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Weekly Platform Updates — October 6, 2025

Weekly platform update for October 6, 2025, featuring In-Chat Uploads, Instructor Safety Controls, and the Instructor History Panel—plus a spotlight on the Italian-Speaking Community Mentor and the ibl.ai × Morehouse College partnership.

ibl.aiOctober 6, 2025
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ibl.ai: An AI Operating System for Educators

A practical blueprint for an on-prem, LLM-agnostic AI operating system that lets universities personalize learning with campus data, empower faculty with control and analytics, and give developers a unified API to build agentic apps.

Jeremy WeaverSeptember 25, 2025
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ibl.ai Evidence of Impact

mentorAI ibl.ai Evidence of Impact Learning Outcomes AI Higher Education

Jeremy WeaverSeptember 18, 2025
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Seamless LTI Deep Linking in Canvas, Brightspace and Blackboard with ibl.ai

A step-by-step walkthrough of how ibl.ai supports LTI Deep Linking in Canvas, Brightspace, Blackboard, and other compliant LMS platforms—allowing instructors to embed AI mentors directly into courses with minimal setup and a seamless launch experience.

Higher EducationSeptember 18, 2025
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Per-Course and Per-Student Mentors on mentorAI

How mentorAI enables per-course and per-student assistants that answer with cited sources, follow instructor-defined pedagogy, and respect domain-specific safety—so campuses get precision, transparency, and control without the complexity.

Jeremy WeaverSeptember 4, 2025
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Cited Answers By Design with mentorAI

An overview of mentorAI’s Document Retrieval—answers that cite the exact lecture/slide/page, a ranked Source Panel that updates as you chat, one-click opening of the originals, and admin-level visibility controls—so campuses get transparent AI that teaches students to verify claims and helps faculty keep content governance simple.

Jeremy WeaverSeptember 3, 2025
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Roman vs. Greek Experimentation: Pilot-First Framework

A practical, pilot-first framework—“Roman vs. Greek” experimentation—for universities to gather evidence through action, de-risk AI decisions, and scale what works using model-agnostic, faculty-governed deployments.

Jeremy WeaverAugust 18, 2025
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North-West University: Exploring AI-Driven Conversations as Dynamic OER for Self-Directed Learners

The paper proposes that AI-powered conversations, like those from ChatGPT, can serve as dynamic and personalized open educational resources to support self-directed learning, while highlighting challenges such as ethical concerns and the need for proper teacher training and infrastructure.

Jeremy WeaverJune 9, 2025
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How mentorAI Integrates with Grok

xAI Grok integration Grok API base URL Grok-3 131K context window Grok-1.5 128K tokens Grok-1.5V multimodal model Grok-1 open weights 314B mentorAI Grok connector OpenAI-compatible endpoint Real-time AI tutoring platform X/Twitter live knowledge AI Vision-aware tutoring assistant Self-hosted Grok on campus GPU FERPA-compliant AI platform Prompt orchestration engine Function-calling JSON grading University AI cost governance Math and coding benchmark scores Model-agnostic backend 128K context LLM for education Future-proof AI strategy for higher ed

Jeremy WeaverMay 7, 2025
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Bain & Company: Nvidia GTC 2025 – AI Matures into Enterprise Infrastructure

Nvidia's GTC 2025 shows that AI has moved from experimental projects to a core element of enterprise infrastructure. Companies are shifting focus to clean, connected data while using AI not only to analyze but also to generate insights. Smaller, specialized AI models, along with semi-autonomous systems with human oversight, are becoming standard. Additionally, tools like digital twins and simulation platforms are being widely adopted to enhance decision-making and cross-functional collaboration.

Jeremy WeaverApril 3, 2025
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AI Action Summit: The International Scientific Report on the Safety of Advanced AI

The report examines the rapid progress and associated risks of advanced AI, highlighting technical challenges, energy demands, cybersecurity threats, potential misuse, and systemic issues. It stresses the need for responsible development, inclusive risk management, and refined policy-making to balance AI’s benefits with its inherent dangers.

Jeremy WeaverFebruary 5, 2025
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Cambridge: How Educators Can Help Future Learners Outwit the Robots

Professor Rose Luckin's keynote at the Cambridge Summit emphasizes that while AI can transform education, nurturing uniquely human skills such as social intelligence and meta-cognition is crucial, and ethical, collaborative development between educators and AI developers is essential for future learning.

Jeremy WeaverJanuary 3, 2025