State of MCP - Multi-agent, identities, and overlapping protocols
At the first MCPCon Europe, the AAIF head says MCP will one day be "like the air that we breathe" for agentic builders, but there are issues to address first
www.thestack.technology/state-of-mcp...
At the first MCPCon Europe, the AAIF head says MCP will one day be "like the air that we breathe" for agentic builders, but there are issues to address first
www.thestack.technology/state-of-mcp...
The state of MCP - Multi-agent, identities, and protocols
At the first MCPCon Europe, the AAIF head says MCP will one day be "like the air that we breathe" for agentic builders, but there are issues to address first.
www.thestack.technology
October 1, 2026 at 8:00 AM
State of MCP - Multi-agent, identities, and overlapping protocols
At the first MCPCon Europe, the AAIF head says MCP will one day be "like the air that we breathe" for agentic builders, but there are issues to address first
www.thestack.technology/state-of-mcp...
At the first MCPCon Europe, the AAIF head says MCP will one day be "like the air that we breathe" for agentic builders, but there are issues to address first
www.thestack.technology/state-of-mcp...
x402 + MCP: 예산 확인은 어디에서 해야 할까 (x402 + MCP: where does the budget check go?)
• DEV Community에 게재된 Prakash Rao Bethapudi, Marco Gonzalez의 글을 원저자의 허락 하에 번역하였습니다.
• 이 글이 여러 차례 인용하는 AAIF 글, 402 Payment Required: 엔터프라이즈 MCP 서버가 비용을 지불하는 에이전트에게 지켜야 할 것도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하실 수 있습니다.
x402 + MCP:…
• DEV Community에 게재된 Prakash Rao Bethapudi, Marco Gonzalez의 글을 원저자의 허락 하에 번역하였습니다.
• 이 글이 여러 차례 인용하는 AAIF 글, 402 Payment Required: 엔터프라이즈 MCP 서버가 비용을 지불하는 에이전트에게 지켜야 할 것도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하실 수 있습니다.
x402 + MCP:…
x402 + MCP: 예산 확인은 어디에서 해야 할까 (x402 + MCP: where does the budget check go?)
• DEV Community에 게재된 Prakash Rao Bethapudi, Marco Gonzalez의 글을 원저자의 허락 하에 번역하였습니다.
• 이 글이 여러 차례 인용하는 AAIF 글, 402 Payment Required: 엔터프라이즈 MCP 서버가 비용을 지불하는 에이전트에게 지켜야 할 것도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하실 수 있습니다.
x402 + MCP: 예산 확인은 어디에서 해야 할까
x402 + MCP: where does the budget check go?
• 저자: [Prakash Rao Be...
discuss.pytorch.kr
September 30, 2026 at 11:36 PM
x402 + MCP: 예산 확인은 어디에서 해야 할까 (x402 + MCP: where does the budget check go?)
• DEV Community에 게재된 Prakash Rao Bethapudi, Marco Gonzalez의 글을 원저자의 허락 하에 번역하였습니다.
• 이 글이 여러 차례 인용하는 AAIF 글, 402 Payment Required: 엔터프라이즈 MCP 서버가 비용을 지불하는 에이전트에게 지켜야 할 것도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하실 수 있습니다.
x402 + MCP:…
• DEV Community에 게재된 Prakash Rao Bethapudi, Marco Gonzalez의 글을 원저자의 허락 하에 번역하였습니다.
• 이 글이 여러 차례 인용하는 AAIF 글, 402 Payment Required: 엔터프라이즈 MCP 서버가 비용을 지불하는 에이전트에게 지켜야 할 것도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하실 수 있습니다.
x402 + MCP:…
New: AAIF merch. Ship agents, also ship t-shirts. 🧢👕
merch.aaif.io
merch.aaif.io
September 30, 2026 at 8:10 PM
New: AAIF merch. Ship agents, also ship t-shirts. 🧢👕
merch.aaif.io
merch.aaif.io
402 Payment Required: 엔터프라이즈 MCP 서버가 비용을 지불하는 에이전트에게 지켜야 할 것 (402 Payment Required: What Enterprise MCP Servers Owe the Agents That Pay Them)
• Agentic AI Foundation(AAIF) 블로그에 게재된 글을 원저자 중 한 명인 Marco Gonzalez의 허락 하에 번역하였습니다.
• 이 글의 후속편인 x402 + MCP: 예산 확인은 어디에서 해야 할까도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하…
• Agentic AI Foundation(AAIF) 블로그에 게재된 글을 원저자 중 한 명인 Marco Gonzalez의 허락 하에 번역하였습니다.
• 이 글의 후속편인 x402 + MCP: 예산 확인은 어디에서 해야 할까도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하…
402 Payment Required: 엔터프라이즈 MCP 서버가 비용을 지불하는 에이전트에게 지켜야 할 것 (402 Payment Required: What Enterprise MCP Servers Owe the Agents That Pay Them)
• Agentic AI Foundation(AAIF) 블로그에 게재된 글을 원저자 중 한 명인 Marco Gonzalez의 허락 하에 번역하였습니다.
• 이 글의 후속편인 x402 + MCP: 예산 확인은 어디에서 해야 할까도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하실 수 있습니다.
402 Payment Required: 엔터프라이즈 MCP 서버가 비용을 지불하는 에이전트에게 지켜야 할 것
402 Payment Required: What Enterprise MCP Servers Owe the Agents That Pay Them
• 저자: [Marc...
discuss.pytorch.kr
September 30, 2026 at 9:01 AM
402 Payment Required: 엔터프라이즈 MCP 서버가 비용을 지불하는 에이전트에게 지켜야 할 것 (402 Payment Required: What Enterprise MCP Servers Owe the Agents That Pay Them)
• Agentic AI Foundation(AAIF) 블로그에 게재된 글을 원저자 중 한 명인 Marco Gonzalez의 허락 하에 번역하였습니다.
• 이 글의 후속편인 x402 + MCP: 예산 확인은 어디에서 해야 할까도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하…
• Agentic AI Foundation(AAIF) 블로그에 게재된 글을 원저자 중 한 명인 Marco Gonzalez의 허락 하에 번역하였습니다.
• 이 글의 후속편인 x402 + MCP: 예산 확인은 어디에서 해야 할까도 함께 번역하였습니다.
• 원문은 아래 링크에서 확인하…
AAIF Observability issue #43 is an immediate contribution opportunity: preserve session and turn correlation across completed traces, pause/resume, and supported process restarts. It is open, marked help wanted, and needs an owner; validation must use exported telemetry.
AAIF: session and turn correlation needs a contributor
Outcome Session and turn continuity across traces in both agent examples. Task 5 of the nine-task Agent Behavior Trace Model execution plan following the August WG discussions. Why: People need to ...
github.com
September 30, 2026 at 8:58 AM
AAIF Observability issue #43 is an immediate contribution opportunity: preserve session and turn correlation across completed traces, pause/resume, and supported process restarts. It is open, marked help wanted, and needs an owner; validation must use exported telemetry.
Nearly 100 AAIF chapters, with 40 events across 15 countries in Sept!
A warm welcome to the chapters that made their debut this month in Colombo, Luxembourg, Singapore, Shenzhen, Bengaluru and Dallas.
Thank you to the local organizers bringing these communities together. https://bit.ly/3TXO1YL
A warm welcome to the chapters that made their debut this month in Colombo, Luxembourg, Singapore, Shenzhen, Bengaluru and Dallas.
Thank you to the local organizers bringing these communities together. https://bit.ly/3TXO1YL
September 29, 2026 at 10:00 PM
Nearly 100 AAIF chapters, with 40 events across 15 countries in Sept!
A warm welcome to the chapters that made their debut this month in Colombo, Luxembourg, Singapore, Shenzhen, Bengaluru and Dallas.
Thank you to the local organizers bringing these communities together. https://bit.ly/3TXO1YL
A warm welcome to the chapters that made their debut this month in Colombo, Luxembourg, Singapore, Shenzhen, Bengaluru and Dallas.
Thank you to the local organizers bringing these communities together. https://bit.ly/3TXO1YL
AAIF Ambassador Dakota Fabro built a possibility matrix to change the way humans make judgment calls with agents: instead of asking you to generate every possible answer, the agent lays out the options.
Read on: https://bit.ly/4d3j4ZK
Read on: https://bit.ly/4d3j4ZK
dakotaOS — Dakota Fabro
Android Engineer · Organizational Intelligence Engineer · Research Scientist. Building products that make humans more capable — and measurement instruments that prove it.
bit.ly
September 28, 2026 at 1:23 PM
AAIF Ambassador Dakota Fabro built a possibility matrix to change the way humans make judgment calls with agents: instead of asking you to generate every possible answer, the agent lays out the options.
Read on: https://bit.ly/4d3j4ZK
Read on: https://bit.ly/4d3j4ZK
From Tokyo to Amsterdam—and next, San Jose.
AAIF Ambassador Lin Sun shares what she learned across two weeks of AGNTCon + MCPCon.
Read her take: https://lnkd.in/e6TAG5RZ
Then keep the conversation going at AGNTCon + MCPCon NA, October 22–23 in San Jose: https://lnkd.in/gSkG3yzZ
AAIF Ambassador Lin Sun shares what she learned across two weeks of AGNTCon + MCPCon.
Read her take: https://lnkd.in/e6TAG5RZ
Then keep the conversation going at AGNTCon + MCPCon NA, October 22–23 in San Jose: https://lnkd.in/gSkG3yzZ
September 25, 2026 at 3:45 PM
From Tokyo to Amsterdam—and next, San Jose.
AAIF Ambassador Lin Sun shares what she learned across two weeks of AGNTCon + MCPCon.
Read her take: https://lnkd.in/e6TAG5RZ
Then keep the conversation going at AGNTCon + MCPCon NA, October 22–23 in San Jose: https://lnkd.in/gSkG3yzZ
AAIF Ambassador Lin Sun shares what she learned across two weeks of AGNTCon + MCPCon.
Read her take: https://lnkd.in/e6TAG5RZ
Then keep the conversation going at AGNTCon + MCPCon NA, October 22–23 in San Jose: https://lnkd.in/gSkG3yzZ
From Tokyo to Amsterdam—and next, San Jose.
AAIF Ambassador Lin Sun shares what she learned across two weeks of AGNTCon + MCPCon.
Read her take: https://bit.ly/4z0nc5f
Then keep the conversation going at AGNTCon + MCPCon NA where Lin will be joining us again: https://bit.ly/4vkntyD
AAIF Ambassador Lin Sun shares what she learned across two weeks of AGNTCon + MCPCon.
Read her take: https://bit.ly/4z0nc5f
Then keep the conversation going at AGNTCon + MCPCon NA where Lin will be joining us again: https://bit.ly/4vkntyD
September 25, 2026 at 1:00 PM
From Tokyo to Amsterdam—and next, San Jose.
AAIF Ambassador Lin Sun shares what she learned across two weeks of AGNTCon + MCPCon.
Read her take: https://bit.ly/4z0nc5f
Then keep the conversation going at AGNTCon + MCPCon NA where Lin will be joining us again: https://bit.ly/4vkntyD
AAIF Ambassador Lin Sun shares what she learned across two weeks of AGNTCon + MCPCon.
Read her take: https://bit.ly/4z0nc5f
Then keep the conversation going at AGNTCon + MCPCon NA where Lin will be joining us again: https://bit.ly/4vkntyD
Congrats on the 1.0.0 stability gate. As you approach the AAIF Sandbox, which external evidence would actually help a reviewer decide to rely on an MCP release: dated initialize/tools-list probe history, raw responses/config, or a reproducible one-time check? — SaSame
September 24, 2026 at 10:19 AM
Congrats on the 1.0.0 stability gate. As you approach the AAIF Sandbox, which external evidence would actually help a reviewer decide to rely on an MCP release: dated initialize/tools-list probe history, raw responses/config, or a reproducible one-time check? — SaSame
グローバルのMLOps CommunityがAAIF(Agentic AI Foundation)になってた！
aaif.io
aaif.io
Agentic AI Foundation (AAIF) - Agentic AI Foundation (AAIF)
Agentic AI Foundation (AAIF) is the neutral and open foundation built on transparency, collaboration, and standardization to advance the public interest in agentic AI innovation.
aaif.io
September 24, 2026 at 12:59 AM
グローバルのMLOps CommunityがAAIF(Agentic AI Foundation)になってた！
aaif.io
aaif.io
🚀 reShapr 1.0.0 is here: our first stability gate.
After 460 commits, 20 releases in 202 days, and 10 contributors across 4 countries.
🔗 reshapr.io/blog/reshapr...
Next stop: the @aaif.io Sandbox 🙌
#MCP #OpenSource #AIAgents @linuxfoundation.org
After 460 commits, 20 releases in 202 days, and 10 contributors across 4 countries.
🔗 reshapr.io/blog/reshapr...
Next stop: the @aaif.io Sandbox 🙌
#MCP #OpenSource #AIAgents @linuxfoundation.org
reShapr 1.0.0: Crossing Our First Stability Gate 🚀 | reShapr
reShapr reaches 1.0.0: hardened security, reliability guarantees, and the numbers behind six months of building in the open, as we set our sights on the AAIF Sandbox.
reshapr.io
September 23, 2026 at 12:00 PM
🚀 reShapr 1.0.0 is here: our first stability gate.
After 460 commits, 20 releases in 202 days, and 10 contributors across 4 countries.
🔗 reshapr.io/blog/reshapr...
Next stop: the @aaif.io Sandbox 🙌
#MCP #OpenSource #AIAgents @linuxfoundation.org
After 460 commits, 20 releases in 202 days, and 10 contributors across 4 countries.
🔗 reshapr.io/blog/reshapr...
Next stop: the @aaif.io Sandbox 🙌
#MCP #OpenSource #AIAgents @linuxfoundation.org
An 8B model can beat a 70B model at tool routing, without fine-tuning.
The difference? Don’t make the smaller model search a 443-tool catalog. Retrieve the relevant tools first, then bind a shortlist of about 10.
Blog by AAIF Ambassador Vincent Caldeira: https://bit.ly/4hEK18s
The difference? Don’t make the smaller model search a 443-tool catalog. Retrieve the relevant tools first, then bind a shortlist of about 10.
Blog by AAIF Ambassador Vincent Caldeira: https://bit.ly/4hEK18s
Improve SLM tool calling without post-training
An 8B model with a short tool list can beat a 70B model on the full catalog. Keep the cheaper model; filter what it sees — no fine-tune required.
bit.ly
September 22, 2026 at 4:00 PM
An 8B model can beat a 70B model at tool routing, without fine-tuning.
The difference? Don’t make the smaller model search a 443-tool catalog. Retrieve the relevant tools first, then bind a shortlist of about 10.
Blog by AAIF Ambassador Vincent Caldeira: https://bit.ly/4hEK18s
The difference? Don’t make the smaller model search a 443-tool catalog. Retrieve the relevant tools first, then bind a shortlist of about 10.
Blog by AAIF Ambassador Vincent Caldeira: https://bit.ly/4hEK18s
podwise.ai/episodes/766... - "Everything we got wrong with Research, Plan, Investigate pattern" for #LLMs
Everything We Got Wrong About Research-Plan-Implement - Dexter Horthy | AAIF Live | Podwise
Dexter Horthy discusses the evolution and lessons learned from using coding agents, particularly the Research Plan Implement (RPI) methodology. He adm...
podwise.ai
September 22, 2026 at 3:29 PM
podwise.ai/episodes/766... - "Everything we got wrong with Research, Plan, Investigate pattern" for #LLMs
AAIF is proud to join the Gates Foundation and 60+ organizations around a shared five-year goal: help an estimated 3.4 billion people whose languages are underrepresented in today’s AI models use AI tools in their own language and voice.
- https://gates.ly/4xExA1u
- https://gates.ly/4y4ZGnp
- https://gates.ly/4xExA1u
- https://gates.ly/4y4ZGnp
September 22, 2026 at 2:41 PM
AAIF is proud to join the Gates Foundation and 60+ organizations around a shared five-year goal: help an estimated 3.4 billion people whose languages are underrepresented in today’s AI models use AI tools in their own language and voice.
- https://gates.ly/4xExA1u
- https://gates.ly/4y4ZGnp
- https://gates.ly/4xExA1u
- https://gates.ly/4y4ZGnp
3,500+ developers. 150 sessions. AGNTCon + MCPCon North America returns to San Jose October 22-23 to advance the open agentic AI stack.
Also this month: Gates Foundation joins AAIF, TRACE joins the LF, new Research and surveys are live.
Read the Newsletter: https://bit.ly/4cQiEpp
Also this month: Gates Foundation joins AAIF, TRACE joins the LF, new Research and surveys are live.
Read the Newsletter: https://bit.ly/4cQiEpp
September 21, 2026 at 2:51 PM
3,500+ developers. 150 sessions. AGNTCon + MCPCon North America returns to San Jose October 22-23 to advance the open agentic AI stack.
Also this month: Gates Foundation joins AAIF, TRACE joins the LF, new Research and surveys are live.
Read the Newsletter: https://bit.ly/4cQiEpp
Also this month: Gates Foundation joins AAIF, TRACE joins the LF, new Research and surveys are live.
Read the Newsletter: https://bit.ly/4cQiEpp
Das „KI-Update“ liefert werktäglich eine Zusammenfassung der wichtigsten KI-Entwicklungen. #KI update
KI-Update: KI-Fehlalarm, US-Kriegsverbrechen, Anthropic, AAIF, Eigene KI-Sprache
Das „KI-Update“ liefert werktäglich eine Zusammenfassung der wichtigsten KI-Entwicklungen.
www.heise.de
September 21, 2026 at 1:12 PM
Das „KI-Update“ liefert werktäglich eine Zusammenfassung der wichtigsten KI-Entwicklungen. #KI update
KI-Update: KI-Fehlalarm, US-Kriegsverbrechen, Anthropic, AAIF, Eigene KI-Sprache
Das „KI-Update“ liefert werktäglich eine Zusammenfassung der wichtigsten KI-Entwicklungen […]
Das „KI-Update“ liefert werktäglich eine Zusammenfassung der wichtigsten KI-Entwicklungen […]
Original post on social.heise.de
social.heise.de
September 21, 2026 at 1:12 PM
KI-Update: KI-Fehlalarm, US-Kriegsverbrechen, Anthropic, AAIF, Eigene KI-Sprache
Das „KI-Update“ liefert werktäglich eine Zusammenfassung der wichtigsten KI-Entwicklungen […]
Das „KI-Update“ liefert werktäglich eine Zusammenfassung der wichtigsten KI-Entwicklungen […]
#ばばさん通信ダイジェスト 賛否関わらず話題になった/なりそうなものを共有しています。
OpenAIやAnthropicなどAIベンダごとのAPIの違いを吸収し統合する「Agent Router」、Linux Foundation傘下で業界標準へ
https://www.publickey1.jp/blog/26/openaianthropicapiagent_routerlinux_foundation.html
OpenAIやAnthropicなどAIベンダごとのAPIの違いを吸収し統合する「Agent Router」、Linux Foundation傘下で業界標準へ
https://www.publickey1.jp/blog/26/openaianthropicapiagent_routerlinux_foundation.html
OpenAIやAnthropicなどAIベンダごとのAPIの違いを吸収し統合する「Agent Router」、Linux Foundation傘下で業界標準へ
MCPやAGENTS.md、Agent2AgentプロトコルなどのAIエージェントに関する関連技術の標準化推進や開発などを行うLinux Foundation傘下のAgentic AI Foundation（AAIF）は、オープンソースとし...
www.publickey1.jp
September 20, 2026 at 11:55 PM
#ばばさん通信ダイジェスト 賛否関わらず話題になった/なりそうなものを共有しています。
OpenAIやAnthropicなどAIベンダごとのAPIの違いを吸収し統合する「Agent Router」、Linux Foundation傘下で業界標準へ
https://www.publickey1.jp/blog/26/openaianthropicapiagent_routerlinux_foundation.html
OpenAIやAnthropicなどAIベンダごとのAPIの違いを吸収し統合する「Agent Router」、Linux Foundation傘下で業界標準へ
https://www.publickey1.jp/blog/26/openaianthropicapiagent_routerlinux_foundation.html
Recap from the AAIF meetup in Shanghai on Sept 5, ahead of AGNTCon + MCPCon China.
Talks on cross-domain agent collaboration, safety checks for mobile GUI agents, RocketMQ lessons for agent messaging, and models + harnesses + tools developing together.
https://bit.ly/3Tg6QWS
Talks on cross-domain agent collaboration, safety checks for mobile GUI agents, RocketMQ lessons for agent messaging, and models + harnesses + tools developing together.
https://bit.ly/3Tg6QWS
September 18, 2026 at 5:17 PM
Recap from the AAIF meetup in Shanghai on Sept 5, ahead of AGNTCon + MCPCon China.
Talks on cross-domain agent collaboration, safety checks for mobile GUI agents, RocketMQ lessons for agent messaging, and models + harnesses + tools developing together.
https://bit.ly/3Tg6QWS
Talks on cross-domain agent collaboration, safety checks for mobile GUI agents, RocketMQ lessons for agent messaging, and models + harnesses + tools developing together.
https://bit.ly/3Tg6QWS
AAIF Community Munich brings builders together to unpack what’s working, what’s breaking, and what still hasn’t been figured out.
September 22 in Munich, with talks on AI Landing Zones and harness architecture in AWS.
Register: https://luma.com/fkwvz7p3
September 22 in Munich, with talks on AI Landing Zones and harness architecture in AWS.
Register: https://luma.com/fkwvz7p3
September 17, 2026 at 1:00 PM
AAIF Community Munich brings builders together to unpack what’s working, what’s breaking, and what still hasn’t been figured out.
September 22 in Munich, with talks on AI Landing Zones and harness architecture in AWS.
Register: https://luma.com/fkwvz7p3
September 22 in Munich, with talks on AI Landing Zones and harness architecture in AWS.
Register: https://luma.com/fkwvz7p3
Thu 17th 📆 36 Hours Live from AGNTCon + MCPCon Europe with Scotland MLOps Community, ONLINE
luma.com/aaif-afd7
luma.com/aaif-afd7
September 17, 2026 at 7:30 AM
Thu 17th 📆 36 Hours Live from AGNTCon + MCPCon Europe with Scotland MLOps Community, ONLINE
luma.com/aaif-afd7
luma.com/aaif-afd7
New on the AAIF blog: moving from a supervised shell to a purpose-built MCP server for agent tool access.
Worked example is gpu-mcp-server on a Tesla T4 in Colab. Four named GPU tools, invalid input rejected, unregistered shell_exec refused, live CUDA workload validated.
https://bit.ly/3UPqPMA
Worked example is gpu-mcp-server on a Tesla T4 in Colab. Four named GPU tools, invalid input rejected, unregistered shell_exec refused, live CUDA workload validated.
https://bit.ly/3UPqPMA
September 15, 2026 at 5:11 PM
New on the AAIF blog: moving from a supervised shell to a purpose-built MCP server for agent tool access.
Worked example is gpu-mcp-server on a Tesla T4 in Colab. Four named GPU tools, invalid input rejected, unregistered shell_exec refused, live CUDA workload validated.
https://bit.ly/3UPqPMA
Worked example is gpu-mcp-server on a Tesla T4 in Colab. Four named GPU tools, invalid input rejected, unregistered shell_exec refused, live CUDA workload validated.
https://bit.ly/3UPqPMA