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Vs2_Palg1QY_0
Vs2_Palg1QY
Data agent kit: Your coding agent can now query your data
Google
Google Cloud Tech
public
2026-08-15
null
null
In this epis
[ "Cursor / AI Coding", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
0
1
Intro — What is the Data Agent Kit?
high
null
Hi, everyone. Welcome to hands on. I am Annie and I were joined by my great coworker who is expert at data. Jeff hi, Jeff. Do you want to introduce yourself. Annie I am Jeff, I'm a developer advocate here at Google Cloud and I focus on data analytics, data engineering, data science, everything data related. Well, it's ...
9,734
6LQNHQ7-IcI_0
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
0
17
Intro
high
null
We recently lived through an era of token maxing, where developers competed to see who could spend the most tokens, and some companies even had leaderboards for that. Turns out, an infinite loop was a pretty easy way to spend a whole bunch of money. But thankfully, that era is quickly coming to an end as company leader...
258
6LQNHQ7-IcI_1
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
1
17
Meet J.R. Storment & The Linux Foundation
high
null
Who are you. What do you do. Who do you work for. All of that good stuff. Oh, credentials. That's always fun. So I work for the Linux Foundation, as you indicated. So Linux Foundation is a strange organization. For those who don't know us, but we're a nonprofit association based in the US, and we host and hold a lot of...
201
6LQNHQ7-IcI_2
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
2
17
The parable of the blind men and the elephant
high
null
So I'm going to grill you on that a little bit here. But very excited to have you here. If I remember correctly Linux Foundation CNCF. So we just had on the podcast and covered the CNCF landscape. Are you responsible for that intimidating masterpiece with all the logos, or is that somebody else that I have to have on i...
724
6LQNHQ7-IcI_3
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
3
17
From token maxing to the great token panic
high
null
because the tokenomics foundation hadn't didn't yet exist. And this was essentially our announcement of the plans to launch this. So I'm going to step through those and feel free to jump in and let's get into it. So I started this talking about where the FinOps foundation's conference had started, and that was actually...
985
6LQNHQ7-IcI_4
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
4
17
The nonlinear growth of global tokens
high
null
So that brings us to where the growth and global tokens has gone. And I wanted to show this graph. If we look at these six months from June of last year to around November, we saw pretty nice what we call linear token growth. All these models land, and then after that, we see non-linear token growth start to come in. T...
418
6LQNHQ7-IcI_5
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
5
17
The explosion of context windows & agentic loops
high
null
And this whole world sort of shifted for a lot of companies. So let's talk about what actually did happen. So the first thing that happened was context. Windows started to explode. And context Windows in layman's terms, are essentially how much stuff an LLM can hold in memory at the moment of the conversation. So cache...
313
6LQNHQ7-IcI_6
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
6
17
Global token projections (Goldman Sachs data)
high
null
But let's talk about estimates for total global token growth. And these numbers come from Goldman Sachs from a financial analysis standpoint. So this is the graph over the next four years. And this is where we are today. So that growth. We saw before looks very small when you put it against the scale and the number her...
265
6LQNHQ7-IcI_7
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
7
17
What is a token? The 4 core functions
high
null
as clear as it should be. Tokens are pretty unique, actually, and they're unique in compute. But in the global economy, they're unique because right now they're having a big impact across a lot of different levels. Maybe, maybe more than anything has since like oil in the 20th century. So tokens have four basic functio...
819
6LQNHQ7-IcI_8
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
8
17
The Broad AI spend landscape & KV cache
high
null
This is a fairly simplified view. So the principal engineers will probably scoff at this. But what I want to illustrate is that tokens kind of exist through all these different layers of this. There's token concepts in the models and the platforms at the application layer. And increasingly we're hearing in the news at ...
1,618
6LQNHQ7-IcI_9
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
9
17
Defining tokenomics: Energy to intelligence to value
high
null
in the day as a different thing, but this started being I probably credit where credit's due. I think the first version of this I seen for I was probably Dylan Patel at semi analysis talking about this back in early 2025\. Let's talk about how one might define tokenomics. And this title is very explicitly set up to not...
313
6LQNHQ7-IcI_10
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
10
17
FinOps vs. tokenomics
high
null
in the coming months and years. But I want to talk for a minute about FinOps, because the Linux Foundation also has the FinOps Foundation, and the FinOps Foundation is focused on FinOps, which is a framework and cultural factors that is about maximizing value. There's that value thing, again, of technology through time...
232
6LQNHQ7-IcI_11
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
11
17
Production: Data centers, edge, & local tokens
high
null
are already sitting there, right. Ready to go. What we're talking about with tokenomics and the data, center build outs and all of these conversations about power, because we literally are hearing data centers, can't get enough consistent power, is creating a new rock commodity. It's like mining the oil out of the grou...
842
6LQNHQ7-IcI_12
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
12
17
Consumption: Pinterest's five-layer cake & Adobe's levers (Big T)
high
null
the consumption bucket. And this is actually really hard stuff right. How do I allocate costs. How do I know what I'm going to spend. How do I get efficiency out of that. And our conference a couple of weeks ago, we had Pinterest there and this was a great talk. If you want to go look at it, it's online. This guy talke...
1,073
6LQNHQ7-IcI_13
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
13
17
Value: The Shift from Seats to Usage-Based Pricing
high
null
And so really the question that the boardroom is now starting to ask is, all right, we spent all this money on AI. Now, what's the value of that intelligence. How is that intelligent use of AI played out into outcomes. And that gets us to the third bucket that we're seeing emerge as part of tokenomics the value bucket....
861
6LQNHQ7-IcI_14
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
14
17
The birth of the Tokenomics Foundation & Tokenomicon
high
null
So do you still have unanswered questions, Luke, or is everything clear. Is the elephant clear at this point. No, I just said I just said this is the question I have and I don't know if I'm anywhere closer to getting to that one. Yeah and that's and that's what we're all fumbling around in the dark looking at different...
1,531
6LQNHQ7-IcI_15
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
15
17
Rapid fire round: Predicting the future of token efficiency
high
null
Welcome to the rapid fire round. This is rapid fire round four. Tokenomics so I'm going to ask you a whole bunch of questions here, and it's going to be yes or no, agree or disagree, overrated or underrated. And you give me your one word answer. I might let you sneak a few extra words in there if there's something you ...
752
6LQNHQ7-IcI_16
6LQNHQ7-IcI
From tokenmaxxing to tokenomics for your AI agents
Google
Google Cloud Tech
public
2026-08-03
null
null
The ROI of AI report 2026 → [https://goo.gle/4htvjSl](https://www.youtube.com/redirect?event=video_description&redir_token=QUM4Zm9rUWVOQ3RsVENleS1GTlZQZmttLVpCeHxBR3JiS2Fra2hkOTBGYVgzWV9rMF9wbm91S0o4QlpVNmxuSGdyM19qUHEwN3JmMDNLM0dYdE1kdV84aW90MEZveGk0RWZscFR1Sl9obGhPRlJ3UExMTlAyWU5jLXhMSy1jaGFC&q=https%3A%2F%2Fgoo.gle%...
[ "AI / Machine Learning", "Agents & Autonomous Execution" ]
null
16
17
Outro & advice for engineers
high
null
I think the question we always get around this stuff is like, is AI coming for my job. And my view on that from talking to a lot of our community is that right now. Probably not. But somebody else who's better with AI is absolutely coming for your job. And so this is a moment, I think, for all of us to have both FOMO a...
186
6ERUGFurDHY_0
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
0
19
Introduction to Claude Code & The Guests
high
null
Lockport has become one of the most talked about developer tools in the world right now. Engineers everywhere are rethinking how they can build software because of it. And sitting right here with me today, I've got Lyria Haley from Anthropic, the company behind Cloud Code. You might also know her online as the coder, a...
163
6ERUGFurDHY_1
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
1
19
The Feature Developers Are Sleeping On: Auto Mode
high
null
I would say auto mode. I mean, it's pretty new, so I get it, but using auto mode and we'll go over that a bit more today in your workflows will enable so much like so your Cloud Code
39
6ERUGFurDHY_2
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
2
19
The Story Behind YK Sugi's Viral Claude Code Repository
high
null
tips repository has over 8,000 stars. And post about it. Keep going viral. So what was the moment that really clicked for you with Cloud Code. And what made you start documenting those tips for other people. It clicked for me right away. I remember I started to use Cloud Code as soon as it was launched, and a quick sto...
291
6ERUGFurDHY_3
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
3
19
Shifting to Intent-Driven Development
high
null
being thrown around a lot. And the idea. Where you're telling Claude what you want to build rather than how to build it. So what made that shift for you and what made you start sharing that. First of all, there are many different terms for it. But I personally like this term because to me, it's not about the exact prom...
136
6ERUGFurDHY_4
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
4
19
Why You Should Prompt Using Your Voice Instead of Typing
high
null
that you can express your intent faster. You might make mistakes, you might say, but it doesn't matter as long as you're able to express it. Yeah Lyria, I'd love your take on that, too. When Anthropic kind thinks about how developers should be working with Cloud Code. Does intent driven development match how the team d...
355
6ERUGFurDHY_5
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
5
19
Enterprise Scale: Gemini Enterprise Agent Platform
high
null
because I feel like I'm much quicker at talking than I am at typing. So I'm getting frustrated at how slow I'm typing. So I just switched to voice mode. I think what's also been really exciting is that Cloud Code is not just a solo developer tool, it's also being used at enterprise scale. So Cloud Code can now of cours...
104
6ERUGFurDHY_6
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
6
19
Walkthrough: Setting up Claude Code on Google Cloud
high
null
that we have planned for. You and I are going to kick off the first demo together. So in this demo, I'm going to show you how you can set up Cloud Code on Azure platform. And yk is actually going to demonstrate how he built something really cool on there. First, I'm going to quickly show how you can set up Cloud Code o...
266
6ERUGFurDHY_7
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
7
19
Demo: Building a 3D Physics Game via Voice Prompts
high
null
What I'm going to show here is essentially a demo of what I would call intent driven development. And I'm just going to get right into it. And as I wait for the output to come in, hopefully I'll have some time to discuss these tips and share some of these tips. So here I'm just going to start prompting. I'll say I want...
1,468
6ERUGFurDHY_8
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
8
19
Automating Code Review with Draft PRs via CLI
high
null
library. I feel like that's also where it perfectly shows. Having more context around what you want to build helps so much. Definitely I think the rule of thumb is you ask more questions when you have less context. Because I didn't know about these particular physics libraries. I needed to ask questions earlier. But no...
407
6ERUGFurDHY_9
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
9
19
Demo: Rebuilding UI Layouts Using Claude Design
high
null
because he already showed me the game that he wanted to build, which, by the way, this is such a difficult level to pass. I have not been able to do this, but when I see this game, this is already really impressive. But I want to make it a bit better to make it an actual game, I might want to add more levels, I might w...
611
6ERUGFurDHY_10
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
10
19
Running the Built-In Vertex AI Setup Wizard
high
null
This one is called Project on scratch off. I want to do global. It's going to do a quick check to haiku. Just making sure that everything is set up correctly, and it's going to see which models we can use here. Here we see that we have access to opus 46\. We can also enable more in Model Garden in Google itself. And we...
236
6ERUGFurDHY_11
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
11
19
Deep Dive: Solving Permission Fatigue in Auto Mode
high
null
So just to show real quick what it is, if you've used Cloud Code, you may have noticed that you can use, ask almost ask everything, in which case Cloud Code will always ask you like, hey, is it OK if I delete this file. Is it OK if I run this command. And after a while you're just like, yeah, go ahead. Whatever And we ...
467
6ERUGFurDHY_12
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
12
19
Spawning Parallel Coding Subagents with Dynamic Workflows
high
null
And I added it to my demo asset so I can just see. Demo assets. It was in design wireframe. Yeah So what I'm doing now is I'm giving Claude a way to verify and understand what I want to build, because it has this HTML. It has the context. I could have made this prompt like a lot more specific. I'm like, OK, add all the...
1,035
6ERUGFurDHY_13
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
13
19
How AI Shifts the Software Engineer's Role to Product Manager
high
null
both for those wonderful demos. So let's Zoom out and get into some bigger ideas. Your entire repo is a playbook for maximizing what Cloud Code can do autonomously. But you also have tip number 38, which is simplify overcomplicated code where you note that code generation models have a bias towards writing more code th...
1,106
6ERUGFurDHY_14
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
14
19
Craft Control vs. Technical Debt: The Hacker News Debate
high
null
not just write code faster. And so it seems like there's a real conversation about craft control, technical debt. So what are your thoughts on that. I know you have a lot of tips on this. You said, the best way to get better at Cloud Code is by using it. You also said be braver in the unknown. So you're very clearly al...
394
6ERUGFurDHY_15
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
15
19
Shifting Mindsets: 90% Coding to 90% Code Reviewing
high
null
because as you were doing it, you were already reviewing with Cloud Code, it's like 90% coding or 90% you have to review it and 10% maybe hand-coding the changes. So there's definitely a lot more like importance in the reviewing phase now. And I feel like a lot of people have yet to shift their mindset towards that, wh...
272
6ERUGFurDHY_16
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
16
19
How YK Used Claude Code to Save $10,000 on Real Estate
high
null
If I want to go through a bunch of Reddit threads and find what the community is saying about a certain thing, I might copy and paste it manually, or I can just let Cloud Code handle it fetch information from different sources. So I find that super helpful for that. On this particular case about saving $10,000. That's ...
372
6ERUGFurDHY_17
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
17
19
Building Cowork for Desktop and Non-Technical Tasks
high
null
using the CLI for everything on my computer, even certain kind of software related things where if I have a video and I don't want to edit it, or image manipulation, for example, like I always have to go to a website to do that, or maybe use specific software, but with Cloud Code, I don't have to use that software anym...
187
6ERUGFurDHY_18
6ERUGFurDHY
Intent-driven development with Claude Code & Fable 5
Google
Google Cloud Tech
public
2026-07-06
null
null
Are you still writing your software architecture line by line, or are you letting autonomous agents do the heavy lifting? In this episode of The Agent Factory, we explore the radical shift toward intent-driven development, where your job is to tell the AI what to build rather than how to build it. Host Smitha Kolan ...
[ "AI / Machine Learning", "Claude / Anthropic", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
18
19
Rapid Fire Round: The Future of Programming Languages
high
null
Yes mostly agree. Yeah depends on the engineer. Yeah, exactly. Yeah reading documentation is dead. No disagree. No I just assumed you guys had it on Claude is reading the documentation for you. It's also fun to read documentation, in my opinion. I like to just curiosity. Stay curious. Learning a new programming languag...
252
-MME36Ft9Gc_0
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
0
15
Intro: Agent2Agent (A2A) Protocol & Agent Registry
high
null
The core problem is we have everything fragmented. We have multiple different agents and all of this may be spread across your cloud, your on-prem, anywhere else. And this creates massive sprawl across. To address that, we can use agent registry as a solution. First it will go to the Google registry to find the registe...
592
-MME36Ft9Gc_1
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
1
15
What Is Agent2Agent (A2A) Protocol? (HTTP for AI agents)
high
null
to understand those complicated example let's go back to simple and we were going to walk through you know uh what is A2A how to use A2A you know more comprehensive way with a simple example and by the end of today's you know um episode you will know the basic and also how to build a more complex example from those sim...
261
-MME36Ft9Gc_2
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
2
15
When & why to use A2A
high
null
discover with each other and hand up task and string results like together. So there's no custom glue-cau because they all speak A to so that's the magic of A2A and yeah that's the point great so what are some scenarios that we should use A2A for? Yeah, that is a great question. You know, um I personally find it's very...
372
-MME36Ft9Gc_3
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
3
15
Agent cards: An agent's LinkedIn profile
high
null
if it's um A2A imagine you have AA you have like one agent deploy to a server and then you can just uh go to the one specific agent and then you know rewrite that and fix that and then uh like updating your production system so it's like with a loose coupling it's a lot easier to extend to modify to maintain and of cou...
604
-MME36Ft9Gc_4
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
4
15
Sync vs async communication
high
null
is how you can how I can connect to it and then I decide okay what is the URL and then um and then like what is the proto binding like for example it's a HTTP JSON and then uh agent A will send a request to agent B uh to using that URL so that you will then connecting to this agent Right. So this is like how it looks l...
332
-MME36Ft9Gc_5
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
5
15
Demo: building a dog walker agent (ADK)
high
null
for asynchronous can be you know I have this real life update I have the streaming with SSE so basically whenever I'm subscriber to this bubble tea place and then whenever the bubble is ready I can get this uh not push notification and then I'll able to come and fetch my bubble tea right so this is another way of doing...
785
-MME36Ft9Gc_6
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
6
15
Wrapping an agent as an A2A remote agent
high
null
over here to view it. Very it's amazing right? You can see the see the view over here. So now we know how the stock worker agent works. So and then let's see how do we convert this to A2A like wrap this to A2A remote agent so that other agent can communicate them. How do you speak A2A and how do we view that agent card...
373
-MME36Ft9Gc_7
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
7
15
Connecting two agents with A2A
high
null
and also it has a URL and this URL is where where other agent can connect to it so basically now this agent has all the information imagine this is just like a linking file you know profile or name card for this agent so that another agent know what what this agent does and how to connect to this agent basically connec...
401
-MME36Ft9Gc_8
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
8
15
The problem: Agent sprawl
high
null
and one tool is call doc worker by making that call to remote A2A agent and that is how I build this planner agent. So sa looks like it is working right it's working really well for two agent right but what about we have more more agent what is really a best practice in our scenario great question Annie which is why we...
95
-MME36Ft9Gc_9
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
9
15
What is Agent Registry?
high
null
fragmented we have multiple different agents like what we saw with the dog walker and the trip planner, right? These are two different agents, but there could be more. There could be hundreds of agents in your organization and same with MCP servers and endpoints and all of this may be spread across your cloud, your on-...
391
-MME36Ft9Gc_10
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
10
15
Registering agents (gcloud \+ console)
high
null
know, your agent could be returned in Langraph or Crew AI, hosted in another cloud, hosted on prem. No matter where you have them, you can still bring in third party agents and MCP service. I see. Sounds really powerful. So now I know why I should use agent registry. But can you show me how do I register my agent? you ...
828
-MME36Ft9Gc_11
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
11
15
Beyond agents: MCP servers & endpoints
high
null
And I have the JSON for the agent. I'll scroll down and click save. Let's give it a couple seconds and you should see the Yes, the triper agent is now registered and the skills for those agents are here and this agent is good to use. Wow, super cool. So what we just saw is we saw how to how to register them through eit...
358
-MME36Ft9Gc_12
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
12
15
Connecting through the registry — No more hard-coded URLs
high
null
public preview you can use that to say my dog walker agent or my travel agent can only talk to my dog walker agent and nothing else. Very cool. So now I so what we done so far is with a doc worker agent and trip planner agent we all have the remote A2 agent and we they're all register in the agent registry. So what's n...
1,058
-MME36Ft9Gc_13
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
13
15
Demo: The orchestrator agent
high
null
Labrador. Yes, Labrador. Okay. And he will need consistent activity. So, here is a two-day trip. Um, here is a suggested care routine for your trip for to keep the Kyoto. So, basically, uh, it's suggesting how to take care of the dog at the same time. All right. So, this is a simple example for, you know, this trip pla...
916
-MME36Ft9Gc_14
-MME36Ft9Gc
Build a multi-agent system: A2A & Agent Registry
Google
Google Cloud Tech
public
2026-06-27
null
null
When you have 100 AI agents across your org, how do they find and talk to each other? This is how: the Agent2Agent (A2A) Protocol and Agent Registry. In this episode of Hands On AI, we build a production-ready multi-agent system. We start with the Agent2Agent (A2A) Protocol, think "HTTP for AI agents", then solve agent...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Security & Identity", "Cloud Architecture" ]
null
14
15
Authentication & wrap up
high
null
one is directly with a URI Another one, another way is we're showing how to use the agent registry and SATA also walk you through uh how to register the agent and how to connecting those agents through the agent you registered. But we learned so much about A2A agent registry. I'm also curious about you know the O for e...
401
tQGalTBL1Ek_0
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
0
17
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0:00
\[MUSIC PLAYING\] SANDEEP KARMARKAR: Today, we are going to talk about building agents with BigQuery. I am Sandeep Karmarkar, a product manager with BigQuery. And with me, I also have my engineering counterpart, Jiaxun. And we have a guest speaker joining us from Carrefour, Guillaume. Let me set up some context. Within...
325
tQGalTBL1Ek_1
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
1
17
null
null
0:00
Google ADK, or Agent Development Kit. We in BigQuery team have been working very closely with ADK. So now, if you download, if you do a pip install of an ADK package, you always have BigQuery tools available for you. These are BigQuery function tools, first-party, so supported from us, and they come in three categories...
325
tQGalTBL1Ek_2
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
2
17
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0:00
power-packed toolbox packed with access to multiple data connectors, BigQuery being one of them. Getting started with Toolbox is super simple. You can download a pre-built binary or build it yourselves. You configure the tools using a YAML, and then you start this MCP server locally or remotely. So when you configure t...
325
tQGalTBL1Ek_3
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
3
17
null
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0:00
you get the most governed and secure MCP connectivity from us. BigQuery is one of the first ones to be generally available as part of this infrastructure. BigQuery MCP server is available at bigquery.googleapis.com/mcp. That's all your agent has to connect to. Once your agent connects to this endpoint, it'll get two se...
325
tQGalTBL1Ek_4
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
4
17
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0:00
to BigQuery data, analyze their own metrics. We also have partners like Glean who are giving access to their BigQuery customers through our MCP server. They believe this way their customers are able to make decisions faster, move faster, because they have access to the right data in natural language. In fact, all acros...
325
tQGalTBL1Ek_5
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
5
17
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0:00
right where they are. Marketing users can have access to marketing data agent, and the sales users can have access to the sales data agent. These capabilities are generally available. So you can get started to build this today as well. This brings me back to the stack we started with. We started with some of the open-s...
325
tQGalTBL1Ek_6
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
6
17
null
null
0:00
agent logs and observability is a step function compared to your traditional observability, and we realized it. We also realized that BigQuery has a lot of these capabilities. When put together, makes it a very, very compelling platform for your agent observability and agent analytics. So we launched something called A...
325
tQGalTBL1Ek_7
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
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0:00
internal users with natural language questions and answers. All right. Enough of talking. I'm excited to see what you build, but we also have a demo for you demoing some of these capabilities today. So I invite Jiaxun to do the demo. Thank you. \[APPLAUSE\] JIAXUN WU: Hello, everyone. I'm Jiaxun, the manager of the dat...
325
tQGalTBL1Ek_8
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
8
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0:00
me the top zip code with the most morning traffic. So here, we have a list of tools that are accessible by the agent. Since this question cannot be answered by Google Maps, the agent decides to use the BigQuery tools to first search all my tables in my project and then get the schema and information metadata from those...
325
tQGalTBL1Ek_9
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
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0:00
also complex. So probably it's hard for humans to write SQL on top of that. Thankfully, we have the conversational analytics agent from BigQuery where we can directly chat with this agent. Let's try a question. Show me the breakdown of the two latencies. So for this question, it will probably take 30 seconds to one min...
325
tQGalTBL1Ek_10
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
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0:00
you to shape the future of data agents. So please give them a try, and let us know what you think. That being said, let's also welcome Guillaume from Carrefour. Thank you. \[APPLAUSE\] GUILLAUME BLAQUIERE: Hi, everyone. That's OK? Yeah. I'm very happy to be here with you to share what we've done at Carrefour to impleme...
325
tQGalTBL1Ek_11
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
11
17
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0:00
orders, to avoid any shortage in store. So you can see that we have many producers, many consumers, many consumers of the data, and sometimes the consumers are also the producer. So this platform is really central. And we have a platform, a channel, to help the consumer and the producer of the data to use it. For this,...
325
tQGalTBL1Ek_12
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
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0:00
become better and better day after day. So we implemented this, not without difficulties to manage the Google Chat APIs. But the final high-overview, high-level architecture is this one. We have Google Chat space in one side. We have the ADK one in the other side, and the middleware to translate the API's data formats ...
325
tQGalTBL1Ek_13
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
13
17
null
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0:00
of results with the latest questions asked by the users. We have the new questions. We have documentations, but also the user would like to run a query or to have a query to run on BigQuery. So earlier this year, we choose to implement this new feature. I mean, we had to generate first a correct query to run in BigQuer...
325
tQGalTBL1Ek_14
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
14
17
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0:00
other users can use your credentials. That's why we restrict this feature to a direct message with the agents, because it's more secure to have a one-to-one conversation between the user and the agents than to have a global space where anyone can run the query on your behalf. Now, let me show you how it works in a demo...
325
tQGalTBL1Ek_15
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
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17
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0:00
the sea. It's a nice location. So great. The query is running. And this time, it will ask me to connect and to identify myself to be able to run this query in the hypermarket in Lat. So I click on the link. I will be redirected to a new page. I will start the authentication flow with OAuth, select my email, accept the ...
325
tQGalTBL1Ek_16
tQGalTBL1Ek
Agent development and AgentOps with BigQuery, ADK, and MCP
Google
Google Cloud Tech
public
2026-06-25
null
null
Join this session to learn about Agent Development Kit (ADK) and Model Context Protocol (MCP) integration methods that standardize how agents connect to your data while removing the need to build custom database connectors from scratch. Discover how to build agents with the ADK that accesses BigQuery for analysis, Goog...
[ "AI / Machine Learning", "Gemini / Google AI", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
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17
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0:00
have the best benefits of the AI or GenAI. Then, bring the agents to the closer from the user. I mean, do not ask the user to go elsewhere to use your agents. Bring the agents where the users are. I mean, here, in my use case, the users are on Google Chat space. We bring the agents, plug it on Google Chat space, and we...
246
7awKinJhGPo_0
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
null
0
19
null
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Good afternoon and everyone. To harness the incredible power of AI, we all want to build high value agentic workflows and experiences that work with our enterprise data. But to do that, we need the best agentic data platform to earn the trust of our users. We need our agents to be highly accurate and also comply with t...
325
7awKinJhGPo_1
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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0:00
agents have access to the data, agents need context. They need the semantic knowledge that helps give them the meaning of the data in the database, enabling them to be accurate and effective. Now, to use AI today, you have to move your data to AI. This creates a lag. Your agents are no longer working with the real time...
325
7awKinJhGPo_2
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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and governance standards needed by your enterprise. There are three key pillars of agentic Data Cloud that are crucial for you to leverage to help power your agents. Let's go into those first. Our AI native databases have state of the art AI models and capabilities built into the database for agents to utilize. These i...
325
7awKinJhGPo_3
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
null
3
19
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natural language interface to data. I'm really pleased to see our partnership with Anthropic wear. Google, together with other companies such as Anthropic and AWS, are helping set the standard of the model context protocol and evolve the standard going forward. Additionally, Google also offers MCP toolbox and open sour...
325
7awKinJhGPo_4
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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a single destination that serves as your relational store, your high performance vector store, and an analytics engine that's 100 times faster than standard Postgres. Another game changer of AlloyDB is the AlloyDB Omni. It gives you the freedom to take the same Cloud grade power and run it anywhere on premise, on any C...
325
7awKinJhGPo_5
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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19
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a path to making the index type just an implementation detail. Now you often need more than just vector search. You need hybrid search. AlloyDB acts as a unified backend, giving you hybrid search, which means combination of vector search with full text search Among the many features that are coming up, I'd like to high...
325
7awKinJhGPo_6
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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19
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your users. And as I said, rank and I functions are not only for cells. I told you about the powerful forecast function, which uses Google's times FM and can make predictions about the future based on historic operational data that you have in your database. New this year analyze sentiment I function and summarize I fu...
325
7awKinJhGPo_7
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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19
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0:00
with graph search ability to get results based on their relationships. At this point, you may worry, but I have my data in SQL. Do I need to create a graph copy. No you don't. The graph model is virtual and layered layered over your SQL model. So in conclusion, we saw how Google Cloud AI native databases AlloyDB and Sp...
325
7awKinJhGPo_8
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
null
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19
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0:00
must help you to focus on valuable application features, rather than creating scaffolding and guardrails and security guardrails so that if you are to remember, one thing about the data agent platform is this it enables developers to build agents that get secure, near 100% accurate text to SQL from the database and its...
325
7awKinJhGPo_9
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
null
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19
null
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0:00
data agent platform remember it is accurate, secure, and the infrastructure helps you engineer and evaluate context on your journey to a 100% accuracy. And it is also integration ready as I will discuss cars later, I would like to spend a little time on the parameterized secure views. The feature behind security. This ...
325
7awKinJhGPo_10
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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19
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0:00
on red shoes to find the appropriate rows that are similarity matched with red, the phrase red shoes. Once it gets those rows and identifies those keys, then it will fetch the time series corresponding to each of those products. Feed those time series into the time CFM forecasting model and actually give you a projecti...
325
7awKinJhGPo_11
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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19
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0:00
are 0 ops ways for agents to use GCP resources. They simplify discovery. They provide enhanced data protection through Model Armor. They provide observability and most importantly, they enable governance in your enterprise. Because MCP opens agents to the entire surface of Google Cloud, our strong built in governance c...
325
7awKinJhGPo_12
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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0:00
and extend MCP to include their own business logic and business data models. With that, it is my distinct honor to host a fireside chat with David Soria from Anthropic, the co-creator of MCP. Please give him a hand. David it is. It is really great to have you here. Now, before we get started, I want to first thank you ...
325
7awKinJhGPo_13
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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That resonates with us really well because we are in the data world. And as in the data world, about 50 years ago, the SQL language was invented. And that really transformed the way people build applications. And I do remember the time before MCP when you had to do one off integration like n by m problem, and it feels ...
325
7awKinJhGPo_14
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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19
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0:00
is a really good way to work through, like sifting through company data as people need in many ways. When we started with geospatial data, we added, gist indexes to the databases. And later when we had a document, we added document to specific data things to the databases. And so in a way, I think this is similar in th...
325
7awKinJhGPo_15
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
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15
19
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people to mix and match with what the systems on the other side that they require, but still don't lose the power. Why they came to your platform in the first place. Which is, having large scale databases that are just going to run. Then, of course, in addition, you have some of the smartest engineers in the database b...
325
7awKinJhGPo_16
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
null
16
19
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null
0:00
is one of these rare open source communities where the industry comes together across Google, across Anthropic, across other of our competitors, and they work together on a common standard in a very, hopefully good way to elevate the overarching ecosystem for everyone. Indeed that is incredible. Thank you very much, Da...
325
7awKinJhGPo_17
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
null
17
19
null
null
0:00
We are also taking our flagship AI Studio vibe coding platform and building in its support for databases natively. Today we have already launched Firestore as an underlying database for you to build apps using AI Studio. And stay tuned for Cloud SQL for Postgres support coming soon. We have a database observability age...
325
7awKinJhGPo_18
7awKinJhGPo
Power intelligent agents with AI-native databases
Google
Google Cloud Tech
public
2026-06-25
null
null
AI-native databases are essential for powering agents with enterprise data. Learn how they enable highly relevant context, automate operations, and manage risk. In this session, we’ll examine AI-powered search, natural language interfaces, multimodal queries, and graph retrieval-augmented generation (RAG). These move b...
[ "AI / Machine Learning", "RAG & Vector Search", "Agents & Autonomous Execution", "Security & Identity" ]
null
18
19
null
null
0:00
production. As we reach the conclusion of this session, I want to recap how we are enabling you to create these trusted, high value agents to transform every aspect of your business. With the three pillars we spoke about in agentic Data Cloud the AI native databases where we have brought state of the art AI seamlessly ...
367
fAf4Zh-CC08_0
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
0
21
null
null
0:00
All right. Hi, everybody. Thanks for Hangin' with us till the end of day two of Cloud Next. And I'm Jeff and we're going to talk about Spanner search. And I bet a lot of you already use it. So raise your hand if you searched content in either Google Drive, Gmail, YouTube or photos, say in the last day. See last hour. O...
325
fAf4Zh-CC08_1
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
1
21
null
null
0:00
graph workload without having different copies of data all in one platform. So now I'm going to talk about some search typical search applications that people would run on Spanner or develop on Spanner and run first would be e-commerce. So think about a product database where you're storing all your product info and yo...
325
fAf4Zh-CC08_2
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
2
21
null
null
0:00
is the keyword search where you're going to search for words or combinations of words. And you want to use fuzzy search as well to find spelling variants, or maybe synonyms that would match. Vector search allows you to use AI to, again, understand the meaning of your stored data, and then search based on the context of...
325
fAf4Zh-CC08_3
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
3
21
null
null
0:00
able to do everything with it OLTP, workload, search, et cetera. Performance and scalability. So Spanner I mentioned earlier, has near limitless scalability. This is really important for search workloads is a common pain point that we hear about from our customers. And then finally availability. Availability and reliab...
325
fAf4Zh-CC08_4
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
4
21
null
null
0:00
results. And then the last one is a hybrid where we're going to pull the results from both. And we're going to merge them together. And you're going to see here that we'll get more results that match the original query by merging these together. And you can see here at the bottom, we're using a reciprocal rank fusion t...
325
fAf4Zh-CC08_5
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
5
21
null
null
0:00
expect in a CRM. Who owns the deal, how much it's worth with some of the unstructured data that was previously inaccessible. So things like emails, call recordings, and product usage data. Universal context is fairly unique in the CRM space because it brings all of this information together in a way that's transactiona...
325
fAf4Zh-CC08_6
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
6
21
null
null
0:00
into full text search, it's worth understanding a little bit about what makes Spanner so magical for scale. We initially turned to Spanner, like I said, because the Postgres query planner exploded. And Spanner, while it does have a query optimizer and they're now on, I believe, version 8\. The beautiful thing about it ...
325
fAf4Zh-CC08_7
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
7
21
null
null
0:00
vector embeddings, and we do all of that inside of the primary database, which serves the main relational workload of the platform. This is actually even more powerful than it sounds because as Jeff mentioned earlier Spanish full text search is just Spanner. So it benefits from all of the availability and uptime which ...
325
fAf4Zh-CC08_8
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
8
21
null
null
0:00
customer and you're building an API workload or an agentic workload, and your agents make a change, if you then immediately make another API request, you're going to see that change reflected in search indexes and ultimately in the vector indexes as well. So when today index 350 million documents in Spanner full text s...
325
fAf4Zh-CC08_9
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
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9
21
null
null
0:00
you would probably have customized systems for each of these things. So you would have a database, you would have a tax engine, you would have a vector engine, and you would have a graph database. And a big part of your system would be moving data around, making sure it's all consistent. All of that complexity Spanner ...
325
fAf4Zh-CC08_10
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
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10
21
null
null
0:00
scales. So search gets you the results that you're looking for right. You get your retrieval results. Now, how do you rank them. How do you decide which result is more interesting than the other one. So there are different ways in which Spanner allows you to rank results. So you could do text based ranking. So you coul...
325
fAf4Zh-CC08_11
fAf4Zh-CC08
Boost AI context with hybrid search in Spanner
Google
Google Cloud Tech
public
2026-06-25
null
null
Go beyond keyword search to get the most out of your operational data. In this session, learn to build sophisticated, AI-powered experiences with Spanner. Discover how to combine full-text and vector search into powerful multi-model queries that deeply understand user intent. We’ll unveil new AI innovations that simpli...
[ "AI / Machine Learning", "Gemini / Google AI", "RAG & Vector Search", "Agents & Autonomous Execution", "Cloud Architecture" ]
null
11
21
null
null
0:00
you have a query where you're searching from customers looking for the name Jeffrey, this will match Jeffrey as well as Jeff. As you can see in the result set there. But then the ordering is default, right. So it's basically ordered based on customer ID. But suppose you want the ordering to be matching based on the que...
325