Sign in

Outshift by Cisco

@outshift.cisco.com
127 followers 294 following 563 posts

Outshift by Cisco is the incubation engine delivering what’s next and new for Cisco: Emerging technologies that achieve innovative results.

PostsRepliesMedia
Outshift by Cisco @outshift.cisco.com · 1h
Most enterprises don’t know which AI agents are running on their network. Without visibility, shadow AI creates significant security and governance risks. Learn how an open source agent directory helps you scale securely: cs.co/63328BGsYSA
Agent directory
000
Outshift by Cisco @outshift.cisco.com · 1h
The September edition of The Shift is out now. We are tackling silent failures in multi-agent systems with MAS-Lab, previewing the Cisco Quantum Summit, and our October 27 Shift.Forward() virtual event. Dive in: cs.co/63321BGsvhh
September newsletter: Outshift by Cisco
000
Outshift by Cisco @outshift.cisco.com · 29/09/2026
"Transduction is everybody's problem and it's nobody's problem." Vijoy Pandey, Outshift by Cisco, tells Frank Dekker on Beyond the Qubit. Cisco partnered with IBM, opening transduction as a grand challenge for universities and national labs. cs.co/63329BGXn6J
cs.co
Why transduction could become the control point of quantum networking
Transduction is “everybody’s problem and nobody’s problem.” That line from Vijoy Pandey, SVP/GM of Outshift by Cisco, stayed with me after Part 2 of my Beyond the Qubit interview because it points to one of the most important value layers in quantum. In this episode, I explore why connecting quantum computers may become just as important as building them. In classical networking, information can be inspected, routed, and forwarded. Quantum information is different. If you inspect the quantum state, you risk destroying the information you are trying to preserve. This episode is for investors, founders, and anyone trying to understand the infrastructure that quantum computing will need to scale. The challenge is not only building better qubits. It is creating the interfaces, switches, and protocols that allow different quantum systems to communicate. That is where transduction becomes strategically important. It is the translation layer between quantum computers and quantum networks. Without it, the industry risks creating isolated compute islands where every system speaks its own language. Cisco’s approach is interesting because it is not built around betting on one winning quantum modality. Instead, the focus is on building a network layer that can connect different architectures. If quantum becomes a distributed computing platform, the companies controlling the interfaces and connectivity layers could become important control points. 💡 In this episode, we cover: Why quantum networks cannot copy classical internet architecture Why transduction is the interface problem between quantum computers and networks How quantum switches differ from classical switches Why different quantum modalities create a connectivity challenge How Cisco’s universal quantum switch approaches translation between encodings Why ecosystem collaboration matters for quantum networking Why the network layer could become a valuable control point What investors should watch as quantum infrastructure develops Chapters 00:00 Why transduction matters in quantum networking 01:35 Why quantum needs a network layer 02:39 The NIC card analogy for quantum 03:24 Why transduction is harder than classical networking 04:51 Why quantum networks cannot inspect information 07:05 Building a universal quantum switch 08:45 Translating different quantum encodings 10:48 Why ecosystem collaboration matters 12:47 Keeping the network simple and complexity at the edge 14:48 Why transduction could become a strategic control point Share this episode with someone investing in or building in quantum, and subscribe or follow Beyond the Qubit for more conversations on quantum technology, markets, and investing. 📌 Disclaimer: This is not investment advice. This post is shared on a personal basis and I do not represent any company.
000
Outshift by Cisco @outshift.cisco.com · 29/09/2026
Want to work on the tech that will change how we connect? We’re adding new people to the Outshift team to help us build the future of quantum networking. Bring your curiosity and let’s get to work. See our open roles:
Calling all quantum innovators! Outshift by CIsco is hiring!
101
Outshift by Cisco @outshift.cisco.com · 28/09/2026
Multi-agent systems often use incompatible metadata formats. Join Luca Muscariello from Outshift by Cisco and Junjie Bu from Google to see how AI Catalog and the AGNTCY directory solve this at AGNTCon + MCP in San Jose, CA. 📅 Oct 22 | 10:55 AM PDT cs.co/63323BGy4VZ
Luca Muscariello at AGNTCon + MCPCon North America
111
Outshift by Cisco @outshift.cisco.com · 28/09/2026
On Oct 7, Day 2 of #CiscoQuantumSummit focuses on “Quantum Computing Compiler: Bringing Network Awareness.” Building a quantum internet requires compilers to be network-aware. Hear from IBM, Atom Computing, Infleqtion, IonQ, and more. cs.co/63329BGXVaf
Cisco quantum summit 2026
021
Outshift by Cisco @outshift.cisco.com · 25/09/2026
Connecting AI agents was the first step—now they need to think together. In their latest piece, CIO dives into how Outshift is building the "Internet of Cognition" to bridge the "Communication-Reasoning Gap." Read the full story here: cs.co/63328BGXVZ0
cs.co
Connecting AI agents was only the beginning. Now they need to think together
Autonomous agents are learning to find, trust and communicate with one another. Now comes the harder task: sharing meaning, resolving conflicts and reasoning together.
010
Outshift by Cisco @outshift.cisco.com · 25/09/2026
Interoperability is the next big step for agentic AI. It takes builders like #AnroAgents to move us from isolated agents toward a secure, vendor-neutral Internet of Agents. See how they did it in our latest #AGNTCY Builders blog: cs.co/63321BGcVkB
Anro Agents and AGNTCY
000
Outshift by Cisco @outshift.cisco.com · 24/09/2026
Join Outshift & @ciscodevnet.bsky.social for Shift.Forward() - a free, one-day virtual event focused on working code & production architectures for AI & quantum. Explore the full lifecycle of emerging tech. Register here: cs.co/63323BG5NOW
011
Outshift by Cisco @outshift.cisco.com · 24/09/2026
How do you network quantum computers without destroying the information? Vijoy Pandey joins Beyond the Qubit to discuss our approach to the Cisco Universal Quantum Switch and quantum connectivity. cs.co/63329BGTdic
cs.co
Why quantum networks need a new architecture
The internet was built by reading packet headers. Quantum networks cannot do that. In this episode, I explore my biggest takeaways from Part 1 of my Beyond the Qubit interview with Vijoy Pandey, head of Outshift at Cisco. The key difference is simple but profound: classical networks scale by inspecting and forwarding information, while quantum networks have to preserve information they cannot directly inspect. This episode is for investors, founders, and anyone trying to understand what infrastructure quantum computing will need beyond the QPU itself. If quantum systems are going to scale beyond isolated machines, they will need a network layer that can connect processors, sensors, and resources while preserving fragile quantum states. Cisco’s approach is interesting because the company is not trying to build the quantum computer itself. It is exploring the networking layer around quantum systems, using photonics, telecom frequencies, room-temperature components, and existing fiber infrastructure. The goal is not to recreate the classical internet, but to build the architecture needed for quantum scale. The strategic question is not only who builds the best qubits. It is also: Who builds the network that connects them? 💡 In this episode, we cover: Why quantum networks cannot simply copy classical internet architecture Why quantum information cannot be inspected like classical packets How quantum switches and entanglement sources could enable scaling Why networking between QPUs may become a major bottleneck Why Cisco is focusing on the infrastructure layer around quantum computers How photonics and existing fiber infrastructure could improve deployability Why quantum networks may also connect sensors and shared resources What investors should watch in the quantum networking stack Chapters 00:00 Why Cisco is exploring quantum networking 00:50 Why quantum needs a network layer 03:22 Quantum clusters and the need for connectivity 04:47 What quantum networking actually means 05:23 The quantum switch challenge 08:01 Why classical networking cannot be copied 10:03 Why quantum networks cannot inspect information 12:29 Building networks without destroying quantum states 14:42 Why Cisco focuses on photonics and fiber 17:39 Connecting quantum computers and sensors 27:14 The current state of quantum networking Share this episode with someone investing in or building in quantum, and subscribe or follow Beyond the Qubit for more conversations on quantum technology, markets, and investing. 📌 Disclaimer: This is not investment advice. This post is shared on a personal basis and I do not represent any company.
021
Outshift by Cisco @outshift.cisco.com · 23/09/2026
Day 1 of Cisco Quantum Summit is coming soon: “Architecting the Quantum Network: From Entanglement to Ecosystem.” Join us Oct 6 as we bridge the gap from lab to global infrastructure with leaders from BT, DT, Qunnect, JPMorgan Chase, Boeing, and ESnet. cs.co/63327BGXVrP
Cisco quantum summit 2026
011
Outshift by Cisco @outshift.cisco.com · 23/09/2026
#MAS often hit the same wall: How do agents discover, verify, and route without a central bottleneck? @libp2p.bsky.social supports #AGNTCY by powering the Agent Directory Service, enabling decentralized discovery, content addressing, and trust-aware routing. cs.co/63329BG5KjH
libp2p and AGNTCY
010
Outshift by Cisco @outshift.cisco.com · 22/09/2026
Happy First Day of Autumn from all of us at Outshift by Cisco!
010
Outshift by Cisco @outshift.cisco.com · 22/09/2026
Shift.Forward() returns to Seattle! Join us Oct 7, 4:30–7:30 PM PT, for an evening of shared engineering notes, new ideas, and real connection. Whether you build, design, or lead, come help us shape what’s next. Register here: cs.co/63327BGd62d
Shift.Forward Community Meet Up Seattle
010
Outshift by Cisco @outshift.cisco.com · 21/09/2026
AI is evolving beyond individual agents. We are moving toward collaboration where agents use outcome-driven execution. Join us this week for our latest webinar to learn about shared cognition, the Internet of Agents, and the Internet of Cognition. cs.co/63322BGzlr0
Outshift by Cisco webinar:collective intelligence
012
Outshift by Cisco @outshift.cisco.com · 21/09/2026
Heading to #MACHX in Amsterdam, Sept 29-30? Join Outshift! Catch up with Outshift's Jeff Napper at the Agent Build Lab and Cisco's Yeori Kok. And be sure to keep an eye out for #AGNTCY throughout the event. Request to register to join us in Amsterdam: cs.co/63326BGbHe2
Outshift at MACH X Amsterdam
000
Outshift by Cisco @outshift.cisco.com · 18/09/2026
Traditional observability tracks execution. But in the agentic AI era, the real challenge is decision-making. Outshift introduces the Insights Module for Agentic Systems to measure agent reasoning, context, and memory measurable. Read more: cs.co/63323BGngRf
the insights module for agentic systems to make agent reasoning, context, and memory measurable
010
Outshift by Cisco @outshift.cisco.com · 18/09/2026
"Language changed everything." — Vijoy Pandey. Outshift is giving AI agents that same advantage: open, shared infrastructure that lets intelligence grow across many agents working together, not just one. Watch the latest Agents of Tech: cs.co/63328BGVpKq
010
Outshift by Cisco @outshift.cisco.com · 17/09/2026
Outshift and @ciscodevnet.bsky.social team up for Shift.Forward() on Oct 27. The virtual event focuses on real-world engineering challenges for next-gen systems, covering multi-agent software and quantum networking. View the agenda & register here: cs.co/63324BGur4s #ShiftForward26
000
Outshift by Cisco @outshift.cisco.com · 17/09/2026
Visionaries wanted. We’re expanding our team to build the future of quantum networking and multi-agent systems at Outshift. Bring your passion and help us shape what’s next. Follow Outshift by Cisco on LinkedIn to be the first to know: cs.co/63325BGTbYP
Shift.Forward 2026
100
Outshift by Cisco @outshift.cisco.com · 16/09/2026
AI is moving past independent tasks. The next shift is a future where agents coordinate, reason, and act together across systems. Join us for our next webinar to explore how we create collective intelligence. cs.co/63328BGzcfm
Cisco Outshift webinar: collective intelligence
000
Outshift by Cisco @outshift.cisco.com · 16/09/2026
Moving beyond monolithic quantum machines requires a distributed network architecture. Michelle Chan explores how routing and entanglement hardware bridge the gap between experimental systems and repeatable infrastructure. Explore the architectural vision: cs.co/63321BGRiX1
010
Outshift by Cisco @outshift.cisco.com · 15/09/2026
The #CiscoQuantumSummit returns Oct. 6–7, 2026. This year's program goes deeper into the software stack powering scalable quantum networks—covering the control, compilation, and orchestration layers that turn distributed quantum systems into working infrastructure. Join us: cs.co/6013B1hNiP
Cisco quantum summit
021
Outshift by Cisco @outshift.cisco.com · 15/09/2026
MAS fail silently via "cognitive failures." Building on UC Berkeley’s taxonomy, our research found these pervasive errors in 100% of ChatDev sessions and half of debate sessions. See the research findings and data here: cs.co/63323BGRqKU
Silent Failures, Loud Consequences: Cognitive Challenges in Multi-Agent Systems
011
Outshift by Cisco @outshift.cisco.com · 14/09/2026
Agent discovery shouldn't take days. In our latest webinar session, John Parello shows how to implement an internal agent marketplace that scales. Catch up on this and our other sessions on-demand: cs.co/63320BGzitA
cs.co
AGNTCY Agent Directory & OASF in action: Find the right agent for the job
Agent and MCP server discovery remains a critical challenge in scaling multi-agent software deployments. How do you find the best agent for the task at hand – reliably, efficiently, and at scale? From automating internal workflows to integrating external AI capabilities, teams need a robust way to discover, compare, and utilize agents and MCP servers based on their actual skills, tools, and requirements. We explore the latest features of AGNTCY Agent Directory and AGNTCY Open Agent Schema Framework (OASF), and how they solve this problem in a standardized, scalable way. Learn about the underlying open source technology, get hands-on with new features—including support for MCP servers and A2A cards—and see how these tools help automate agent and MCP server discovery, selection, and integration. We're also showcasing a real-world demo with CNOE's AI Platform Engineering project, highlighting a multi-agent system that automates toil-laden DevOps tasks. Using AGNTCY Agent Directory, OASF, MCP servers, and A2A, the system optimizes performance and collaboration between agents. In this webinar, you will: 🔸Understand the role of OASF in agent discovery and consumption at scale. 🔸Learn about the latest enhancements in AGNTCY Agent Directory for managing and integrating agents and MCP servers. 🔸See best practices for registering and consuming AI agents and MCP servers in your own environment. 🔸Explore our hosted Agent Directory service—a reference implementation with a user-friendly web GUI, provided as a test bed for anyone to try out Agent Directory features right from your browser. 🔸Watch a real-world example: how CNOE’s AI Platform Engineering project achieves seamless agent discovery and integration to multi-agent systems.
111
Outshift by Cisco @outshift.cisco.com · 14/09/2026
Learn how to ensure your agent systems function predictably and can be trusted in production. Catch our very own Jordan Augé as he demonstrates MAS-Lab and a multi-agent trip planner. 📅 Sept 17, 2026 | 17:30 CEST Save your spot: cs.co/63326BGyNBM
Jordan Augé at AGNTCon + MCPCon
100
Outshift by Cisco @outshift.cisco.com · 10/09/2026
Shift.Forward() centers on execution. Join Outshift and @ciscodevnet.bsky.social on Oct 27 for a virtual event focused on production architecture patterns for multi-agent and quantum systems. Explore tracks on ideate, build, land, and elevate: cs.co/63329BGKdEH #ShiftForward26
Shift.Forward()
011
Outshift by Cisco @outshift.cisco.com · 10/09/2026
The network is the bottleneck for quantum scale. @cisco.com is working with #Infleqtion to solve the transduction challenge - converting quantum states between atoms and light. It is a critical step for distributed quantum. Learn more about our research: cs.co/63324BGKLKq
Cisco and Infleqtion
132
Outshift by Cisco @outshift.cisco.com · 09/09/2026
The Cisco Quantum Summit returns Oct 6–7 to examine the software stack powering scalable quantum networks. Day 1 covers architecting the network and entanglement at scale. Day 2 focuses on compilation and orchestration for distributed quantum systems. Register: cs.co/63321BGHp4t
The Cisco Quantum Summit returns Oct 6–7 to examine the software stack powering scalable quantum networks.
010
Outshift by Cisco @outshift.cisco.com · 09/09/2026
A2A Protocol v1.0 is here. Join Sam Betts from Outshift by Cisco and Kuba Herczyński from Google to explore the first stable, production-ready release for agent-to-agent communication. 📅 Sept 17, 2026 | 12:35 CEST Register to join: cs.co/63325BGy2T7
Sam Betts at AGNTCon + MCPCon
011
Outshift by Cisco @outshift.cisco.com · 08/09/2026
We are heading to AGNTCon + MCPCon Europe & North America this fall to share our work on the A2A, agent discovery, and decentralized coordination. Get caught up on where you can catch Outshift at each event here: cs.co/63323BGHU6t
Outshift at AGNTCon + MCPCon Europe & North America
111
Outshift by Cisco @outshift.cisco.com · 08/09/2026
AI agents will soon coordinate, reason, and act together across systems. Join Tushar Agrawal on Sept 24 for "When AI agents riff together" to explore the architecture for shared intent, context, and memory.Register here: cs.co/63323BGGDHB
When AI agents riff together: Architecting the future of Collective Intelligence, Sept 24th
011
Outshift by Cisco @outshift.cisco.com · 07/09/2026
From agent identity to quantum, our webinar series has covered the infrastructure behind agentic AI. 16 sessions and 2,900+ registrations later, we're just getting started. We’re adding sessions regularly. Start with the basics: What is the Internet of Agents? cs.co/63328B1IkVA
cs.co
Internet of Agents 101: Building the Open Infrastructure for AI's Collaborative Future
Today's internet wasn't built for AI agents that need to collaborate, reason, and take action together. As these agents become essential to business operations, scientific discovery, and even physical robotics, they need a new infrastructure foundation to communicate. Enter the Internet of Agents - an open, interoperable collaboration layer enabling AI agents to discover each other, establish trust, and collaborate securely across organizational boundaries. Join Papi Menon, VP of Product Management at Outshift, to understand why now is the time to build the Internet of Agents and how it will transform industries.
011
Outshift by Cisco @outshift.cisco.com · 07/09/2026
Technology doesn’t evolve - it transforms. At Outshift, we turn stumbles into leaps. We persevere through failure, push emerging tech to its limits, and build the future rather than waiting for it. We are the architects of what’s next. cs.co/63322B197ce
cs.co
Inspiration unleashed: The power of bold risks
Technology doesn't just evolve. It transforms. And that transformative edge is where you’ll find Outshift by Cisco. We are on a continuous exploration of the road less traveled, turning stumbles into giant leaps. When imposter syndrome and the fear of failure flare, we persevere. And when something breaks, that’s when we know we’re on the cusp of innovation. We don’t wait for the future; we push emerging technologies forward and build what will be possible. We are Outshift by Cisco. Explore more at https://cs.co/60532ziBF. ----- Outshift is Cisco’s incubation engine, innovating what's next and new for Cisco products and sharing our expertise on emerging technologies. Discover the latest on cloud native applications, cloud application security, generative AI, quantum networking and security, future-forward tech research, our latest open source projects and more. Keep up with the speed of innovation: → Learn more: https://cs.co/6050psmui → Read our blog: https://cs.co/6051psmuc Connect with us on social media: → LinkedIn: https://cs.co/6052psmuY → Bluesky: https://cs.co/6058F2CsI → Twitter / X: https://cs.co/6053psmul → Subscribe to our YouTube channel: https://cs.co/6054psmum
000
Outshift by Cisco @outshift.cisco.com · 04/09/2026
"As humans, we operate with our own discretion, context, and guardrails." Papi Menon and Guillaume de Saint Marc say agents should do the same, at machine speed and scale. Watch the full explanation here: cs.co/63327B1Inht
cs.co
Extending the OSI Stack for AI Agents: Layers 8 and 9 explained
The Internet of Cognition is a new open, interoperable layer that lets AI agents do more than exchange messages — it lets them think together. As multi-agent systems scale across different platforms, frameworks, and infrastructure, agents struggle to share context, align on intent, and reach consensus. This video explains how the Internet of Cognition extends the Internet of Agents to enable collective intelligence — agents that understand context, learn from history, and ratchet up their capabilities together at machine speed and scale. Learn about: multi-agent systems, agentic AI, agent interoperability, collective intelligence, and the layer 9 vision beyond the OSI application layer.
000
Outshift by Cisco @outshift.cisco.com · 03/09/2026
Join us October 6–7, 2026, for the Cisco Quantum Summit. We’re focusing on the software stack for quantum networks, showcasing our latest developments and bringing together industry and research leaders. Register here: cs.co/63322B1hNiO
Cisco Quantum Summit - October 6-7, 2026
021
Outshift by Cisco @outshift.cisco.com · 03/09/2026
At Outshift by Cisco, the architecture of agentic AI is not arbitrary. It mirrors how human intelligence develops. Vijoy Pandey, Guillaume De Saint Marc, and Ramana Kompella break it down: cs.co/63320B194IK
011
Outshift by Cisco @outshift.cisco.com · 02/09/2026
Agent systems are capable, but operating them can be complex. Join Outshift’s Engineering Technical Leader Pavan Sudheendra at AGNTCon + MCPCon Europe to learn how to trace multi-agent OpenClaw workflows with OpenTelemetry. Register to join on Sept 17: cs.co/63322B17PKr
speaking session
110
Outshift by Cisco @outshift.cisco.com · 01/09/2026
Shadow AI is likely happening in your network right now. Without a central directory and clear AI inventory, those untracked agents are a major security risk. Learn why an agent directory is a must for your AI governance plan on the Outshift Blog: cs.co/63325B17OtZ
Your AI governance plan is incomplete without an agent directory
021
Outshift by Cisco @outshift.cisco.com · 01/09/2026
Ready to join the conversation on quantum networking? We’ve put together a guide to help you understand the mechanics, the potential, and the infrastructure. Start reading: cs.co/63320B10LNA
What is quantum networking?
A guide to the infrastructure behind the quantum internet
000
Outshift by Cisco @outshift.cisco.com · 31/08/2026
Outshift explores new tech frontiers to help Cisco connect and protect the world. Discover our work in agentic AI, superintelligence, and quantum. Learn about our latest initiatives and see where we're headed next on our website. cs.co/63322B19FT4
000
Outshift by Cisco @outshift.cisco.com · 28/08/2026
Outshift’s Karen Jaworski shares how coaching Girls on the Run changed her approach to leadership. It is not about sprinting; it is about finding a pace that lets you support others. Read more: cs.co/63325B13xfW
Girls on the Run
010
Outshift by Cisco @outshift.cisco.com · 27/08/2026
It’s time to shift forward. ➡️ On Oct 27, join us & @ciscodevnet.bsky.social for Shift.forward(), a virtual event to scale agentic AI, superintelligent systems & quantum. Share real-world field notes with tech leaders. Register: cs.co/63323B1QB7L #ShiftForward26
Shift.forward() is being hosted on October 27th by Outshift by Cisco and CIsco DevNet.
000
Outshift by Cisco @outshift.cisco.com · 26/08/2026
The August edition of The Shift is here! 🤘 Learn how we are rethinking the OSI stack for agentic AI, get our guide on quantum networking infrastructure, and register for our upcoming webinar with ServiceNow. Plus, save the date for Shift.forward() this October. cs.co/63327B1aicZ
The August edition of The Shift is here.
021
Outshift by Cisco @outshift.cisco.com · 25/08/2026
Physics is what makes quantum powerful. Infrastructure is what makes it useful. The gap between discovery and value is bridged by how we connect these machines. Learn why networking is the key to scaling quantum: cs.co/63329B1t78f
quantum networking challenges
000
Outshift by Cisco @outshift.cisco.com · 24/08/2026
Join Outshift by Cisco and ServiceNow on August 27th at 10am PT for a live demo of governed agent discovery and automated change verification. The session explores how to scale multi-agent architectures with full auditability and cross-team trust. Register: cs.co/63323BEhn2D
Webinar with Servicenow
010
Outshift by Cisco @outshift.cisco.com · 21/08/2026
Autonomous agents differ from traditional apps. They may find unauthorized ways to reach goals - a systemic property - not a bug. Static identity management is insufficient. We need Agent Identity, TBAC, and Continuous Authorization to limit agents to their tasks. cs.co/63321B1muJX
TBAC AI agent security
120
Outshift by Cisco @outshift.cisco.com · 20/08/2026
You can't scale quantum networking without solving the switching problem. The Cisco Universal Quantum Switch is the first device built specifically to do that. Learn more about the switch and how it's foundational to everything that comes next in our on-demand webinar. cs.co/63329B1ea3d
000
Outshift by Cisco @outshift.cisco.com · 19/08/2026
Innovation is born from curiosity — from the spark of an idea to a world-changing breakthrough. At Outshift, we bring together a team of diverse minds pioneering bold solutions for tomorrow's emerging tech challenges. Tech evolves fast. We evolve faster. cs.co/63324B13xGC.
011
Outshift by Cisco @outshift.cisco.com · 18/08/2026
Manual verification is a common bottleneck in multi-agent workflows. Outshift by Cisco and ServiceNow are hosting a webinar on August 27th at 10am PT to demonstrate how governed agent discovery reduces validation cycles from weeks to minutes. Register: cs.co/63327BEhnU9
multi-agent workflows webinar
011