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.

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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.

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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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Conferences

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

89 articles in this category

AI liability

AI Agents Do Licensed Work. Liability Law Doesn't Fit.

Agents now draft motions and reason across clinical documents — work that is licensed when a human does it. Product liability assumes a defect, professional liability assumes a licensed practitioner, and agency law reaches non-human agents only partway. At least seven states have answered by prohibiting AI therapy; the Cicero Institute proposes licensing the service instead.

ibl.ai Engineering7 min read
India fintech

India Is Building Public AI Rails the Way It Built UPI

India's 7th Global Fintech Fest ran 8-11 September 2026 in Mumbai. NPCI shipped AiNxt as Apache-2.0 agent tooling, and RBI's FREE-AI report puts shared AI infrastructure in its first pillar.

Mikel Amigot8 min read
legal AI

A Court Struck a Deutsche Bank Brief Over Fake AI Cites

On September 3, 2026 the D.C. Court of Appeals struck a brief filed for Deutsche Bank National Trust Co. because four cited cases did not exist. It is one of more than 1,148 such US filings.

Mikel Amigot8 min read
AI agent personas

Ally Built Six AI Customers Before Shipping

Ally's Personas project built six AI agent personas modeled on its 11M+ customers, so teams can gather user feedback instantly instead of waiting on a research cycle. The interesting part is the inversion: most enterprises deploy AI to serve customers, not to understand them first.

Mikel Amigot6 min read
agent sprawl

Agent Sprawl Is a Board Issue. Most Cannot Count Theirs.

96% of enterprises run AI agents and only 12% have a centralized way to manage them. SAP, Gartner, AWS and OutSystems all published the same gap this year: deployment outran inventory. The fix is an owned control plane, and the registry has to sit inside your perimeter.

Mikel Amigot9 min read
sovereign ai

South Korea Is Publishing Its Sovereign AI Scores. That's the Story.

South Korea's Ministry of Science and ICT published second-phase scores for its sovereign AI foundation model project on 27 August 2026, with SK Telecom leading on 70.6 points. The evaluation includes a demographically weighted citizen panel — and that procurement method, more than the model, is the part other governments should copy.

ibl.ai6 min read
agentic ai

The Question at the Agentic AI Summit Was Governance, Not Adoption

The Agentic AI Summit at UC Berkeley drew 5,000+ attendees, and the enterprise conversation had visibly moved: not whether to adopt agents, but how to govern hundreds of them across dozens of departments.

Mikel Amigot5 min read
enterprise ai

Why AI Agent Infrastructure Matters More Than the Model You Choose

HappyRobot's $150M Series C and OpenWALDO's launch landed in the same week and point at the same conclusion: the enterprises winning at AI are not picking better models, they are building infrastructure they own.

ibl.ai Engineering9 min read
k-12

K-12 AI Agent Governance Can't Be Borrowed from Enterprise

Districts are adopting enterprise AI governance templates wholesale, and the templates were written for a population that can consent. This post maps each enterprise control to why it fails for minors, sets out grade-band guardrail requirements, and reads the Kimi K3 sandbox escape for what it means on a school network.

ibl.ai Engineering8 min read
voice ai

Self-Hosted Voice AI Agents for Hospital Health Systems

What it actually costs to run outbound voice AI agents on hospital-owned infrastructure, which BAAs you still need, and where PHI travels during an AI phone call.

ibl.ai Engineering8 min read
government AI

Why 94% of Government AI Pilots Stall — And What Sovereign Infrastructure Changes

New research shows only 6% of organizations have deployed AI to production. Government agencies face even steeper odds — but sovereign AI infrastructure built on ownership, not licensing, is closing the gap.

Blanca Amigot6 min read
higher education

Why the Transformer Co-Author's Move to OpenAI Should Reshape How Universities Think About AI Infrastructure

Noam Shazeer's move from Google to OpenAI signals that the next AI architectural shift is imminent. Universities locked into single-vendor AI platforms risk building on foundations that could become obsolete overnight.

Mikel Amigot5 min read
government

Why Government Agencies Need an Agent Operating System

71% of enterprise teams say running AI agents costs more than building them. For government agencies with strict security and compliance requirements, the gap is even wider. Here is why the solution is an operating system, not another tool.

Jaione Amigot6 min read
MagicSchool alternative

MagicSchool Alternative: District-Owned K-12 AI on Your Infrastructure

MagicSchool runs in MagicSchool's cloud and prices per teacher. ibl.ai is the district-controlled alternative: runtime executes inside the district's VPC, FERPA-protected student data stays inside the district, no per-teacher or per-student tax, multilingual via Qwen 3.

Mikel Amigot6 min read
SUNY

SUNY CIT 2026: Empowering Students and Faculty With Owned AI

ibl.ai is at SUNY CIT 2026 in Stony Brook, where SUNY's Deepa Deshpande and Audeliz Matías present research-based findings on empowering students and faculty with AI the institution owns.

Jaione Amigot3 min read
higher-education

After Google I/O 2026, Universities Need to Make an AI Infrastructure Decision

Google I/O 2026 just rewrote the enterprise AI playbook. Here's what it means for universities that have been quietly deferring their AI infrastructure decisions.

Jaione Amigot5 min read
ai for k-12

District-Controlled AI for K-12 Schools, Done Safely

The blocker for AI in K-12 isn't whether it works — it's student data and safety. Here is what district-controlled AI looks like: COPPA and FERPA compliant, grade-band moderation, and student data that never leaves the district.

Blanca Amigot3 min read
sovereign AI law firms

The NextGen Law Firm Runs Its Own AI

Law firms outsourced research to Westlaw and document management to the cloud. Outsourcing AI — which processes privileged data — is a fundamentally different decision.

Miguel Amigot8 min read
enterprise AI

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.

Mikel Amigot6 min read
enterprise AI

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.

Mikel Amigot5 min read
ASU+GSV 2026

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 Ponce39 min read
ASU+GSV 2026

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 Quine32 min read
ASU+GSV 2026

Democrats Finding the Plot on Education...How Did We Get Here?

ASU+GSV 2026 panel with Abigail Hollingsworth (Bank of America), Claire Zau (GSV Ventures), Jermall Wright (Little Rock School District), and Zach Hrynowski (Gallup) on where education policy stands and how it got here.

Abigail Hollingsworth, Claire Zau, Jermall Wright, Zach Hrynowski, Zach Hrynowski16 min read
ASU+GSV 2026

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 Zau31 min read

About Conferences

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.