Agentic AI Foundation
HomeBlogEventsNewsletters
Sign in
Copyright © The Linux Foundation®. All rights reserved. The Linux Foundation has registered trademarks and uses trademarks. For more information, including terms of use, privacy policy, and trademark usage, please see our Policies page.

Blog

Foundation

cover
Foundation

Community Spotlight: Building the Interoperable Internet of Agents with Jason Cottrell

The true power of agentic systems lies in openness. The growth of agentic AI is too vast, too important, and too transformative to belong to any single software vendor. To move beyond single-prototype boundaries and achieve true resilience at scale, the industry requires open standards, shared communication layers, and systemic cohesion.

July 8, 2026
Beyond Single-User Bots: How goose is Building a Distributed AI Teammate Ecosystem with MCP and Shared Compute
Foundation

Beyond Single-User Bots: How goose is Building a Distributed AI Teammate Ecosystem with MCP and Shared Compute

Most AI assistants are designed as isolated, single-user desktop utilities tied to an individual's local terminal and API keys. They operate within silos, unable to collaborate across engineering teams or integrate seamlessly into shared production pipelines.

July 7, 2026
Agentgateway v1.3.0: LLM Consumption, Reimagined
Foundation

Agentgateway v1.3.0: LLM Consumption, Reimagined

Agentgateway, an open gateway project for agentic AI infrastructure that joined the Agentic AI Foundation, has released v1.3.0. The release rebuilds how the gateway handles LLM traffic.

July 6, 2026
Productionizing MCP for Regulated Industries: Three Hard Constraints for Enterprise Engineering
Foundation

Productionizing MCP for Regulated Industries: Three Hard Constraints for Enterprise Engineering

Deploying Model Context Protocol architectures within enterprise banking environments that require strict security patterns like out-of-band personal data isolation, distributed tracking, and decoupled service guards.

July 2, 2026
Community Spotlight: JetBrains’ Katherine Druckman on Why Open Collaboration Is Essential to Trusted Agentic AI
Foundation

Community Spotlight: JetBrains’ Katherine Druckman on Why Open Collaboration Is Essential to Trusted Agentic AI

Katherine Druckman, Head of Community and Partnership Engagement at JetBrains, a Gold Member of the Agentic AI Foundation (AAIF) with nearly two decades of experience in open source software communities, shared her take on code, community, and why we need to build tech that we can actually trust.

June 25, 2026
A Stronger Voice: What Membership Can Mean in Open Agentic AI
Foundation

A Stronger Voice: What Membership Can Mean in Open Agentic AI

Step deeper into working groups, draft a blog post, or bring novel ideas to office hours. There's a lot left to build, and giving direct supporters a voice is one of the more important tools in that work.

June 24, 2026
We Planned for 10 Ambassadors. We're Welcoming 138.
Foundation

We Planned for 10 Ambassadors. We're Welcoming 138.

The first AAIF Ambassador cohort is composed of 138 members across 41 countries. Here's what the response to this program revealed about where the agentic AI community actually is right now.

June 23, 2026
Native Speakers: Why AI's Most Powerful Users Are Blind
Foundation

Native Speakers: Why AI's Most Powerful Users Are Blind

Large language models don't “see” interfaces, buttons, or navigate visually. They live and die by language, and that fact arguably makes LLMs one of the most consequential accessibility developments in the history of computing, not because they were designed for it, but because they can't help it.

June 22, 2026
Skills Over MCP
Foundation

Skills Over MCP

I’m a big fan and user of both MCP and Agent Skills, so when I learned there’s a Skills Over MCP working group (WG) that’s looking into integrating Skills with MCP, I had no choice but to lurk.

June 18, 2026
How Vstorm Put AGENTS.md Into Every AI Agent-Ready Project It Ships
Foundation

How Vstorm Put AGENTS.md Into Every AI Agent-Ready Project It Ships

Vstorm, an Applied Agentic AI Engineering Consultancy and AAIF Silver Member, embedded AGENTS.md auto-generation into its open source agentic AI project template. Every FastAPI + Next.js project the tool scaffolds now ships a tailored AGENTS.md and CLAUDE.md from day one: giving AI coding agents correct build commands, architectural conventions, and off-limits boundaries without any manual…

June 18, 2026
Introducing the AAIF Annual Technical Excellence Awards — Nominations Now Open
Foundation

Introducing the AAIF Annual Technical Excellence Awards — Nominations Now Open

The open agentic AI community has built something remarkable. It's time we celebrated the people and organizations making it happen.

June 17, 2026
How to Write a Great Nomination for the AAIF Technical Excellence Awards
Foundation

How to Write a Great Nomination for the AAIF Technical Excellence Awards

The inaugural AAIF Annual Technical Excellence Awards are here — and your nomination could make all the difference.

June 17, 2026
MCP's Missing Half: Why Second-Order Servers Don't Exist Yet
Foundation

MCP's Missing Half: Why Second-Order Servers Don't Exist Yet

MCP servers can call tools, but clients cannot expose them back to servers. Jerome Swannack, one of MCP's original architects, explains how client-to-server tool sharing could unlock more modular, pluggable MCP systems.

June 17, 2026
TIL at MCPDev Summit Bengaluru: Six Lessons from the Agentic Frontier
Foundation

TIL at MCPDev Summit Bengaluru: Six Lessons from the Agentic Frontier

The Agentic AI Foundation held its first event in India last week in Bengaluru and the community came out in force for a dose of agentic truthtelling. The 57 sessions were packed and the energy in the room was strong. The lessons learned could fill many notebooks but we saved you the time of watching…

June 16, 2026
AI Agents for Air-Gapped Industrial Environments: Why goose?
Foundation

AI Agents for Air-Gapped Industrial Environments: Why goose?

The explosive growth of AI agent technology has brought tools like OpenAI’s Claude Code, Grok Build, and Codex to the forefront. While the IT industry has rapidly adopted these advancements, the situation inside traditional manufacturing and heavy industry supply chains is fundamentally different.

June 15, 2026
Three Key Operational Patterns You Need to Prevent MCP Horror Stories
Foundation

Three Key Operational Patterns You Need to Prevent MCP Horror Stories

Many MCP failures come from weak security architecture or lack of operational guardrails for what the agents can and cannot do. In her talk, Cecilia Liu of Docker examined two real MCP “horror stories” and walked through how to build a three-layer control plane for MCP: an MCP gateway that enforces policy, identity, and audit…

June 12, 2026
How Port of Context eliminated production agent failures with goose, Arcade.dev, and Code Mode
Foundation

How Port of Context eliminated production agent failures with goose, Arcade.dev, and Code Mode

Port of Context needed a GTM intelligence agent that could search multiple key terms in real time across data-intensive sources like GitHub and Hacker News. Before committing to an execution path, they wanted to test if their Code Mode solution (built into goose) would result in a more efficient and robust agent. Code Mode delivered…

June 10, 2026
goose Doubles Down on Open in Latest Two Releases
Foundation

goose Doubles Down on Open in Latest Two Releases

goose is an open source AI agent runtime hosted at the Agentic AI Foundation. Its last two releases, versions 1.36 and 1.37, dropped in quick succession and together push goose further open. Here's what shipped.

June 9, 2026
Karpathy's LLM Wiki as Agent Memory
Foundation

Karpathy's LLM Wiki as Agent Memory

At work, I’m building agents to handle various operational tasks and have found Karpathy’s LLM Wiki design to be an excellent solution for implementing most types of memory for my agents. The LLM wiki is a simple yet powerful collection of interlinked markdown files that are updated as the LLM gains more knowledge.

June 8, 2026
Designing agentgateway: A Unified High-Performance Gateway for AI and API Traffic
Foundation

Designing agentgateway: A Unified High-Performance Gateway for AI and API Traffic

Solo.io’s Lin Sun on the infrastructure challenges emerging around AI systems, why existing gateway patterns are being stretched in new ways, and why agentgateway was built as a unified, high-performance operational layer for AI and API traffic.

June 4, 2026
agentgateway Joins AAIF as an Open Gateway for Agentic AI Infrastructure
Foundation

agentgateway Joins AAIF as an Open Gateway for Agentic AI Infrastructure

The Agentic AI Foundation welcomes agentgateway — an open source gateway purpose-built for MCP, Agent-to-Agent, LLM, and API traffic — as its newest hosted project.

June 4, 2026
AAIF Community Spotlight: Yaron Schneider – Why Strong Foundations and Standardization Will Define the Era of Agentic AI
Foundation

AAIF Community Spotlight: Yaron Schneider – Why Strong Foundations and Standardization Will Define the Era of Agentic AI

How do we take the incredible momentum of autonomous AI agents and scale it into reliable, enterprise-grade production? As businesses rush to deploy agentic workloads, the focus is rapidly shifting from just making them work to making them seamless, efficient, and standardized.

June 1, 2026
The Tool Abstraction Problem: Lessons Learned Building 1000+ MCP Tools
Foundation

The Tool Abstraction Problem: Lessons Learned Building 1000+ MCP Tools

Most MCP tools are designed for programmers. Agents are not programmers. Building tools around tasks and intents, then obsessing over description quality, produces dramatically better selection accuracy and fewer failures at runtime.

May 29, 2026
Datadog's 5 Tips for Building AI Agents
Foundation

Datadog's 5 Tips for Building AI Agents

Getting an AI agent to work is a different problem from getting it to run in production without someone watching it. Datadog built its first hundred agents across SRE, code generation, and security investigation. The hardest parts had nothing to do with model quality.

May 28, 2026
MCP Is Growing Up
Foundation

MCP Is Growing Up

The next MCP specification release candidate is a big one. The headline change is that MCP is becoming stateless at the protocol layer, but the more useful story is what that does for people building agentic systems in practice.

May 27, 2026
We're Building a Squad of Agentic AI Advocates: Join the AAIF Ambassador Program
Foundation

We're Building a Squad of Agentic AI Advocates: Join the AAIF Ambassador Program

May 26, 2026
Building Trust Into the Protocol: Bloomberg's MCP Contributions
Foundation

Building Trust Into the Protocol: Bloomberg's MCP Contributions

May 21, 2026
Welcome to AAIF: The MLOps Community Finds Its New Home
Foundation

Welcome to AAIF: The MLOps Community Finds Its New Home

I'm thrilled to welcome the MLOps Community into the Agentic AI Foundation (AAIF) as our user community.

May 20, 2026
100 Tools Down to 3: Prime Video's Approach to Progressive Tool Discovery
Foundation

100 Tools Down to 3: Prime Video's Approach to Progressive Tool Discovery

When Prime Video's engineering teams started building with agents, they followed a pattern that made obvious sense. Give the agent access to the same tools the engineers have. Stand up MCP servers. Let the agent figure out what to call.

May 19, 2026
MCP Was Designed for the Cloud. The Edge Has Different Rules.
Foundation

MCP Was Designed for the Cloud. The Edge Has Different Rules.

Almost all of MCP's current adoption is happening in cloud environments, on large models with generous compute budgets.Manufacturing floors, medical devices, vehicles, smartphones,are where the next wave of AI deployments is headed.

May 18, 2026
Are MCP and CLIs Competing?
Foundation

Are MCP and CLIs Competing?

Nick Cooper, Member of Technical Staff at OpenAI and a contributor to the MCP ecosystem, shared that he'd been thinking about this debate for a year, but stopped short of picking a side: "As for whether or not one is better than the other, it's not a decision between one or the other. You clearly…

May 15, 2026
How Uber Runs 60,000 AI Agent Tasks Per Week With MCP
Foundation

How Uber Runs 60,000 AI Agent Tasks Per Week With MCP

May 14, 2026
Stateless: The Future of MCP Transports
Foundation

Stateless: The Future of MCP Transports

The operational scale of MCP is significant: Google Cloud maintains the reliability for its MCP servers supporting AlloyDB, Spanner, Cloud SQL, Bigtable, and Firestore. The team's open source MCP Toolbox for Databases has seen rapid adoption, surpassing 13,000 GitHub stars and managing over 20 million tool calls across 40+ databases in the last month.

May 13, 2026
The Missing Layer in AI Interoperability: Discovery
Foundation

The Missing Layer in AI Interoperability: Discovery

As we integrate AI into more workflows, a common question is: how do AI systems find each other and related artifacts? AI Catalog addresses this by providing a shared, trusted discovery layer that gives different kinds of AI artifacts a common place to be found.

May 11, 2026
Your MCP Server Works. Your Agent Doesn't. Here's Why.
Foundation

Your MCP Server Works. Your Agent Doesn't. Here's Why.

Red Hat engineers Wesley Chun and Calum Murray opened with a problem that a lot of MCP server builders have already run into: your code passes every test, the agent still fails, and you have no idea where things went wrong. Their answer is MCP Checker, an open source evaluation framework built specifically for the…

May 8, 2026
Anthropic’s Lessons from Building MCP Apps
Foundation

Anthropic’s Lessons from Building MCP Apps

MCP Apps exist because displaying data in chat is wasteful. Take the case of a simple request like “What’s the weather today in New York?” When a user asks for it, the model gets JSON from the tool, converts it to text, and sends it back, token by token. The user reads a wall of…

May 7, 2026
How to Submit your Project to the AAIF
Foundation

How to Submit your Project to the AAIF

The Agentic AI Foundation (AAIF) is now accepting project proposals. If you're building open source tooling or standards for agentic systems and want it to become part of the shared infrastructure this ecosystem runs on, submit your project for consideration today.

May 6, 2026
The Four Pillars of Agentic AI Infrastructure on Kubernetes
Foundation

The Four Pillars of Agentic AI Infrastructure on Kubernetes

For the better part of a decade, the "Microservice" has been the undisputed unit of value in software engineering. We spent years perfecting the art of the stateless, predictable container, wrapping it in layers of GitOps and CI/CD pipelines to ensure that what we deployed yesterday is exactly what runs tomorrow. But now we are…

May 5, 2026
Stripe on Agentic Commerce: Trends from 2026
Foundation

Stripe on Agentic Commerce: Trends from 2026

Agentic commerce is coming. How do we make sense of the alphabet soup of protocols, standards, pieces, bits and flotsam that is agentic commerce, and how can make a future that is more cohesive and standardized? Here are five lessons I took away.

May 4, 2026
Closing the Context Gap: Why MCP + Skills Works
Foundation

Closing the Context Gap: Why MCP + Skills Works

At the MCP Dev Summit 2026, Pedro Rodrigues, AI Tooling Engineer at Supabase, challenged a growing rift in the developer community. "People keep asking if they should build an MCP server or use Agent Skills," Rodrigues noted. "But that’s the wrong frame. They aren't competitors; they are the two halves of a working agent."

April 30, 2026
Use agentgateway to Mediate MCP and LLM Traffic at Solo.io
Foundation

Use agentgateway to Mediate MCP and LLM Traffic at Solo.io

Since last year, we have created several open source projects: agentgateway, kagent, agentregistry, and agentevals. We also donated agentgateway, kagent, and agentregistry to vendor-neutral foundations under the Linux Foundation. These projects were not built for experimentation alone. They were driven by real internal needs as we improved operational efficiency with agentic AI at Solo.io and…

April 29, 2026
How Duolingo Built an AI Slackbot With 180+ MCP Tools
Foundation

How Duolingo Built an AI Slackbot With 180+ MCP Tools

At the MCP Dev Summit, Aaron Wang, a software engineer at Duolingo, shared how the company went from a handful of engineers experimenting with MCP, to 250 weekly active users (about 30% of the company) in under six months. This is how they did it.

April 27, 2026
Debugging the Hardest Parts of MCP with MCP Debugger
Foundation

Debugging the Hardest Parts of MCP with MCP Debugger

Over the past year, I’ve spent a lot of time in the trickiest parts of Model Context Protocol: authorization flows, security, and the messy reality of how clients behave in the wild. MCP is exciting, and for good reason: it gives AI systems a common way to connect to the rest of the software world.…

April 24, 2026
From Workflow Orchestration to Agentic Orchestration
Foundation

From Workflow Orchestration to Agentic Orchestration

April 23, 2026
MCP Apps: Extending the Frontier
Foundation

MCP Apps: Extending the Frontier

April 22, 2026
Where New MCP Ideas Go to Become Real: Goose as a Proving Ground
Foundation

Where New MCP Ideas Go to Become Real: Goose as a Proving Ground

A deep dive into Alex Hancock's talk at MCP Dev Summit North America 2026 Alex Hancock opened his talk at MCP Dev Summit with a couple of questions for the audience. “How many people in the room have an idea for how MCP or agents could work better?” Nearly every hand went up. “Of those,…

April 15, 2026
MCP Maintainer Roundtable: Control, Security, And Quality
Foundation

MCP Maintainer Roundtable: Control, Security, And Quality

At the MCP Dev Summit NA in New York on April 2–3, the Agentic AI Foundation brought together a roundtable with the MCP Project maintainers: Clare Liguori of AWS, David Soria Parra of Anthropic, Caitie McCaffrey of Microsoft, and Nick Cooper of OpenAI, with Stephen O’Grady of RedMonk moderating. The conversation covered the state of…

April 14, 2026
MCP Is Now Enterprise Infrastructure: Everything That Happened at MCP Dev Summit North America 2026
Foundation

MCP Is Now Enterprise Infrastructure: Everything That Happened at MCP Dev Summit North America 2026

New York City · Agentic AI Foundation & Linux Foundation The biggest ideas and sharpest insights from MCP Dev Summit North America: where the builders, contributors, and organizations shaping the future of agentic AI came together in New York City. With 1,200 people at this year’s MCP Dev Summit (double from the previous one), it’s…

April 13, 2026
Why I’m Joining the Agentic AI Foundation—Building the Foundation for the Internet of Agents
Foundation

Why I’m Joining the Agentic AI Foundation—Building the Foundation for the Internet of Agents

We are at a clear inflection point in AI. For the past decade, we’ve watched AI evolve from research to real-world deployment. What’s happening now is different. Agentic AI is moving beyond isolated systems into something much larger: an interconnected ecosystem where autonomous agents collaborate, reason, and act across boundaries. This is the beginning of…

April 2, 2026
Building the Foundation for Agentic AI
Foundation

Building the Foundation for Agentic AI

I've spent my career helping engineering teams build and ship systems that scale. That perspective shapes how I look at every new wave of technology. Agentic AI is moving fast, and we're at a point where demos won't cut it anymore. Developers are already building with agents in ways that would have felt out of…

April 2, 2026
Coding Agents Are the Foundation for Every Agent You'll Ever Build
Foundation

Coding Agents Are the Foundation for Every Agent You'll Ever Build

By Sam Partee, Co-founder & Head of AI Research, Arcade.dev, based on his joint talk with Harrison Chase (LangChain) at the Coding Agents: AI Driven Dev Conference — March 3, 2026 Coding agents are the foundation for every agent you'll ever build. The patterns for doing real work in the real world — persistent state,…

March 27, 2026
AAIF’s First Quarter Success Story: New Members, Technical Wins, and Open Governance
Foundation

AAIF’s First Quarter Success Story: New Members, Technical Wins, and Open Governance

February 24, 2026