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.

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Agentic AI Blog

Field notes on agent architectures, LLM infrastructure, and what it costs to run AI you actually own — from the team deploying it for 1.6M+ users across 400+ organizations.

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913–936 of 1059

AI-First CompaniesBCG Executive Perspectives

BCG: AI-First Companies Win the Future

BCG’s new report argues that firms built around AI—not merely using it—will widen competitive moats, reshape P&Ls, and scale faster with lean, specialized teams.

Jeremy Weaver3 min read
Agentic AI AdvantageMcKinsey Report 2025

McKinsey: Seizing the Agentic AI Advantage

McKinsey’s new report argues that proactive, goal-driven AI agents—supported by an “agentic AI mesh” architecture—can turn scattered pilot projects into transformative, bottom-line results.

Jeremy Weaver3 min read
Generative AI and ChildrenLEGO Turing Institute Study

LEGO/The Alan Turing Institute: Understanding GenAI Impact on Children

A new study reveals how children aged 8–12 are already using tools like ChatGPT, highlighting benefits, risks, and the urgent need for child-centred AI design and literacy.

Jeremy Weaver3 min read
Malicious AI UsesOpenAI Threat Report

OpenAI: Disrupting Malicious Uses of AI - June 2025

OpenAI’s latest threat-intelligence report reveals how ten malicious operations—from deep-fake influence campaigns to AI-generated cyber-espionage tools—were detected and dismantled, turning AI against the actors who tried to exploit it.

Jeremy Weaver3 min read
Memory Paradox StudyOakland University Research

Oakland University: The Memory Paradox

Oakland University’s latest paper warns that offloading too much thinking to digital tools can erode human memory systems, arguing for education that strengthens internal knowledge even while embracing AI.

Jeremy Weaver3 min read
Pearson AI StudyAsking to Learn Report

Pearson: Asking to Learn

Pearson’s analysis of 128,000 student queries to an AI study tool uncovers a surprising share of higher-order questions—evidence that thoughtful AI integration can push learners beyond rote memorization.

Jeremy Weaver3 min read
Apple AI ResearchIllusion of Thinking Paper

Apple: The Illusion of Thinking

Apple’s new study shows that Large Reasoning Models excel only up to a point—then abruptly collapse—revealing surprising limits in algorithmic rigor and problem-solving stamina.

Jeremy Weaver3 min read
OpenAI Agent GuideBuilding AI Agents

OpenAI: A Practical Guide to Building Agents

OpenAI’s new guide demystifies how to design, orchestrate, and safeguard LLM-powered agents capable of executing complex, multi-step workflows.

Jeremy Weaver3 min read
AI Labor PlaybookVanderbilt University AI

Vanderbilt: The AI Labor Playbook

Vanderbilt University’s new playbook re-imagines generative AI as a scalable labor force—measured in tokens and led by humans—rather than a software product to simply buy and deploy.

Jeremy Weaver3 min read
OpenAI Enterprise ReportAI Adoption Strategy

OpenAI: AI in the Enterprise

OpenAI’s latest paper distills insights from seven frontier companies, showing how an iterative, security-first approach to AI can boost workforce performance, automate routine tasks, and power smarter products.

Jeremy Weaver3 min read
Microsoft 365 CopilotGenerative AI Productivity

Microsoft: Shifting Work Patterns with GenAI

A six-month field experiment with 7,000+ workers shows Microsoft 365 Copilot slashing email time but leaving meetings—and broader workflows—largely unchanged.

Jeremy Weaver3 min read
Democratic EducationJohn Dewey Philosophy

Springer Nature: Why AI Won't Democratize Education

Springer Nature’s new paper argues that commercial AI tutors fall short of John Dewey’s vision of democratic education, and calls for publicly guided AI that augments teachers and fosters collaboration.

Jeremy Weaver3 min read
McKinsey AI ReportOpen Source AI

McKinsey: Open Source in Age of AI

McKinsey’s latest report uncovers why more than half of tech leaders are turning to open source AI for performance and cost advantages—while grappling with cybersecurity, compliance, and IP concerns.

Jeremy Weaver3 min read
BCG AI Agent ReportModel Context Protocol

BCG: AI Agents, and Model Context Protocol

BCG’s new report tracks the rise of increasingly autonomous AI agents, spotlighting Anthropic’s Model Context Protocol (MCP) as a game-changer for reliability, security, and real-world adoption.

Jeremy Weaver3 min read
gent-to-Agent ProtocolA2A Security

Securing Agentic AI: Insights from Google & AWS

A joint Google–AWS report explains how the Agent-to-Agent (A2A) protocol and the MAESTRO threat-modeling framework can harden multi-agent AI systems against spoofing, replay attacks, and other emerging risks.

Jeremy Weaver3 min read
Short-Term EdTech Data for Long-Term Outcome PredictionMachine Learning Models in Educational Assessment

Stanford University: Predicting Long-Term Student Outcomes from Short-Term EdTech Log Data

Short-term educational technology log data (2–5 hours of use) can effectively predict long-term student outcomes, showing similar performance to models using full-period data. Key features like success rates and average attempts per problem are strong predictors, especially at performance extremes, and combining these log features with pre-assessment scores further enhances prediction accuracy.

Jeremy Weaver3 min read
Impact of Generative AI on Student Learning OutcomesCost-Effectiveness of AI-Powered Tutoring

World Bank Group: From Chalkboard to Chatbots – Evaluating the Impact of Generative AI on Learning Outcomes in Nigeria

A World Bank working paper finds that using a GPT-4-powered virtual tutor in Nigerian secondary schools significantly boosts English, digital, and AI skills, with stronger gains for higher-performing, female, and higher socioeconomic students. The intervention proved highly cost-effective, equating to 1.5–2 years of traditional schooling and suggesting that scalable AI tutoring can enhance learning in low-resource settings, provided challenges like digital equity are addressed.

Jeremy Weaver3 min read
Multi-Agent Investment ResearchAgent as a Tool Pattern

OpenAI: Multi-Agent Portfolio Collaboration with OpenAI Agents SDK

A multi-agent system built with the OpenAI Agents SDK delegates investment analysis tasks to specialized agents coordinated by a central Portfolio Manager, ensuring modular, scalable, and transparent research.

Jeremy Weaver3 min read
Bond AI ReportMary Meeker AI Trends

Bond: Trends - Artificial Intelligence 2025

Bond’s latest AI trends report reveals record-breaking adoption, surging infrastructure investment, and intensifying global competition that will reshape how people work, build, and come online.

Jeremy Weaver3 min read
AI AgentsAutonomous Systems

AI Agents Governance Report: Autonomy Passport Framework

The Center for AI Policy’s latest report outlines the promise and peril of autonomous AI agents and proposes concrete congressional actions—like an Autonomy Passport—to keep innovation safe and human-centric.

Jeremy Weaver3 min read
Rapid AI Adoption and User GrowthEconomic Dynamics of AI Training vs Inference Costs

Mary Meeker: Trends - Artificial Intelligence 2025

The report highlights AI's unprecedented growth in adoption and infrastructure investment, marked by rapidly falling inference costs, fierce global competition (especially between the USA and China), and significant integration into both digital and physical sectors that is reshaping work and economic landscapes.

Jeremy Weaver3 min read
AI Agent Autonomy and DeploymentRisks of Catastrophic Misuse and Human Disempowerment

AI Policy Brief: Governing Agent Autonomy in Digital Age

The report outlines the rapid shift of AI agents from research to deployment, emphasizing their autonomous, goal-directed capabilities along a five-level spectrum. It identifies three primary risks—catastrophic misuse, gradual human disempowerment, and extensive workforce displacement—and recommends policies such as an Autonomy Passport, continuous oversight, mandatory human control over high-stakes decisions, and annual workforce impact studies to ensure safe and beneficial integration of these agents.

Jeremy Weaver3 min read
Dynamic AI-Driven OEREnhancing Self-Directed Learning with AI

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 Weaver3 min read
The Software Bill of Materials (SBOM) outlines how ibl.ai combines a permissively-licensed open-source LMS core with a vendor-neutral generative-AI layer powered by LangChainLangfuse

Software Bill of Materials (SBOM) for the ibl.ai Platform

SBOM, software bill of materials, generative AI platform, LLM-agnostic, LangChain, Langfuse, Flowise, OpenAI GPT-4, Google Gemini, Azure OpenAI, Anthropic Claude, AWS Bedrock, open-source LMS, OpenAPI, Python SDK, JavaScript SDK, OAuth2, OIDC, SAML, LTI 1.3, ReactJS, Next.js, React Native, ibl.ai, university CIO, edtech, AI tutor, permissive licenses, vendor lock-in avoidance, cost control, enterprise security, higher education technology

Miguel Amigot4 min read

About Agentic AI Blog

Insights on agentic AI, from agent architectures and LLM infrastructure to enterprise deployment and developer tooling. Our team shares practical guides on building AI agents, optimizing model pipelines, and scaling AI systems in production.

Written for CTOs, developers, AI engineers, and technical leaders who are building or deploying agentic AI. Each article includes actionable takeaways grounded in real-world implementation.

Our editorial team publishes new content weekly, drawing on deployment data from 400+ organizations and 1.6M+ users. Every piece is reviewed by practitioners with hands-on experience building AI platforms.