enario for Kubernetes users. Instead of  
choosing GKE Autopilot *or* GKE Standard, you can now add Autopilot compute  
classes to a Standard cluster!

A captured graphic of a Google Cloud video where Mofi explains that you can  
add Autopilot compute nodes to a GKE Standard  
cluster.<https://c.gle/AF5yWjByt0lEpICogflZ9csdCwnPopjgxokLPMG_FBU6MSI445wvOoEOJ-PJjf83DlUtw496vZplrJpGIamPLRAhz0Cfd1ElYHFAsqETKS6ONk1usyDVKRfT6gFboKEdgFAz9prpXuixxhfCY54lZ24luNZWtdLAKZ8>

Community cuts

Chat with your billing data? Sure, why not.

Here’s a creative agent  
solution<https://c.gle/AF5yWjC4So-k3PvexkyFV_5qFw7pPfK1vmZ_pi-IhdalJ_MP5ABLP7NLEWhfxAAExvqoQmcZej63-QCqi6dJQrQ8qSWyywXmjtP43YjTSB9x1UOGh5AJJOxJ4UxoPPydJizIYj6WcEKdAlMhhkj-x70rzZNu69_e_qqMPhXvj7yl2xvPEaxWqhua26LXA7g8VKHHsZ0ZPyFPaTXDkpMbXuIe74H0XhXZTddaURwTtoCDtZbEmpsEF6yNGvsLTTXjRxlDKarumYWu5dPq2uwaXlIicNiTlU3tMEwPECusFxAaCO1mtpRp5enzmQlBtw>  
from Aryan. Using a mix of the Agent Development Kit and MCP Toolbox for  
Databases, the post explains how to ask natural language questions about  
cloud costs.

Build a semantic search system in BigQuery.

Sijohn goes deep into the BigQuery vector search experience and shows us  
how<https://c.gle/AF5yWjAzA2gDgp4ZUhCgBPCl0tpPmMpOnqEGxQJ1ZU3ibT8SM6jU2slxt91mg86muEjKDmh_HxTmZsl8C86pBn7ynkBgWllPQ0Ki9oP3NBkxcWW-6UE3q5ieuodmFWFOReG1Q_BJsd6auDh4nJzHKTA1Sr_u4EqKHb9_7GItLB-hoNIiAn5u6TnAOH6k9ij50dy5TmakkpfFSEr4jdSCtSJgjt4SmCWDASFTvq4hzukua-xSWx68>  
to generate embeddings, create a vector index, and then query with natural  
language.

The potential of the Agent Payment Protocol (AP2).

Artem was intrigued by the announcement of AP2, and shares why it could be  
transformative<https://c.gle/AF5yWjDLXXs-MR2jL6-eSM6-aNlCnxrIkz3igKKlrDGgX2wJytv-yzSIrPpByNWMXZSp_c8V4bgXeH2jeFgBBcmn2g4-sR6bLIp7Yp6TLahjOuNGXs4uIksFJPGO0fs7_pBwNKm8KJOGzyvuiGBRi-HpHODVCfWpKQUZ6h4npkJB8FdgIr1IS3XL3-3_wsQZ5A3WMrsKXZozXl7PtdwmDeA85iDBdEsjt5U4lxmpaLm_edotuHyjB2JmM8rFZkvwyNCTyq7HNA>  
to online commerce.

Learn and grow

Build generative AI apps with Genkit.

This codelab builds your knowledge and confidence with our open source  
framework for building great AI apps. Follow  
along<https://c.gle/AF5yWjCuFVWrUaecGLJ8gH-7UYgEup9HOq-BH2sNqd19rq6yKBkM0BHZdAPKTz53EoozFR3zvnGCdtHtH8RwefcufgxcjQN7tzWzjtfGCIa26uBZkZFeYkpnAneMpwRX6EBlJwIm9Kxrnep_MEF-BCSIx64zLj2mpfhKa9aXpcNIvM6eDHqOpQmxLwCC7vqBe9zy>  
to learn some key features.

2025 DORA Report and the state of AI-assisted software development.

Hot off the press, this year’s DORA  
report<https://c.gle/AF5yWjCF0UgBFKQlbxNriqQWZRyAXVovI4EQvyOFHHtM8uid2sjT2wyjAUJ27QrHEACOJsnW8lW9B9AeN9_BltCk2nPJF8jkI0bw1OXGiIValX9KBKWHgy8RZqHtrKW-krO6Oq3-K48k5kbOdVeRrCAKr3wHK-U8hubkrsxMZkDOh_rWMkz-cs2_WEWS5Go1Xs1Nek_BAO4NGe5pTp3IlbxCwh1bJLMlx3r5jCuKan2YFy5I0bruAiLf4fxPpw>  
is an absolute must-read. 100+ pages of data and analysis that highlight  
how AI is being adopted, and what successful teams are doing.

Build a RAG solution with Agentspace and Vertex AI.

I like this new architecture  
guide<https://c.gle/AF5yWjB4HsPpsSb9r3REaUwAstQKFHwwS3JnaAO0noTW3rN6sGVduPttA-NtepomF04oR-9CcllEi821sifXciqnBQPGAtMSVWKCKdnfCn6AQ45peWs_9BEz0Fn9Z_gwb1n0FN353RZEA0z75YCzKQNYdkFj3ysnfAle2MBUeIzgAYoEzhXQKrHLbf1L84yTkYx6yXtOieWtHujyZBKuNIhvalfN2ulCww>  
that explains the components of an agentic system that responds to user  
requests. It combines a host of technologies to support data ingestion on  
one side, and end-user interactions on the other.

Gemini CLI and FastMCP integration for faster MCP development.

Building Model Context Protocol servers? FastMCP is a great Python library,  
and now it integrates better with the Gemini CLI. Learn more in this  
post.<https://c.gle/AF5yWjCbG1IIL3yRvc7J587dTSXO9bwh0PlH1gy-vIILfOmKpm9yWv113-uhKxk3fkZUWBdb73WTSmkFMlUyLmOdhQeIr4jzqFOI9ziOIWForG8TzR_Lf2P_OKmwIVvat4KP6R4RY05W0XW-8TpIHoPU9YV7oYVdlkthNz0UqeZyG3UuvgjdJrzcGxqGiII8m6K9M01e6Q8PoaAZjN6lmc_0veTn43fw69YaY0_Cor7t>

Calling all startups building AI agents.

Dive deep into the agentic ecosystem with Google Cloud's "Startup technical  
guide: AI agents". It covers everything from core models like Gemini and  
Model Garden to building agentic workflows with extensions, functions, and  
data stores. Learn how to connect AI agents to reality and solve complex  
problems. Read the  
guide.<https://c.gle/AF5yWjAqRaQP6mf5rASukJke2wj8AC2FBjVlwcRti4V8c6t0XyMQyqg2T2xXps5FKCXMzPGfdNBSktkkUZ6WYx5WmUepowbwZLgyxAcRsEVvFlFY72LcZwKJFnrTftGcem9kJwxXuLpTb1fA40s>

One more thing

Google AI Pro and Ulta users get higher Gemini CLI limits.

Do you subscribe to our Google AI Pro and Ulta services and want special  
access to the Gemini CLI and Gemini Code Assist? Now you got it.

An X post from Ryan about Google AI Pro and Ultra subscribers getting  
higher usage limits for the Gemini CLI and Gemini Code  
Assist<https://c.gle/AF5yWjD-irnm-4gY6I7XG13TyQlZ4tM4e52JaxNTaShykxSAhuksJzxs8RKFnCdpC4_RMQP8easKXVGtbsz-CVUb_N3oD-eOSGmd1ujhQxTA6lvpwL1Rul0BA-f4ze0SL-fXsXzSxCiMPX1rkSGcguZgaFarSuNrRwqwD88uREfLEi8bTw>

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Add your voice to the conversation and get the latest news, views, and  
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Google Cloud  
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Facebook<https://c.gle/AF5yWjD4v96S1C_lEKUEKMhjy87gSYkEdHPMC61jMx8-FTTHbx6t8KG21785fSkaf5upyjoh6ilP47P02ih3lZsvgsrk4NKqwTtpQosNWHPzhsG0ZhtfReHrgHXwAaTOkpzl0-HAX-4330N1MHs>

YouTube<https://c.gle/AF5yWjB0pn0Y8MOgBriguGyd1ntzWchz4qrF7qdAcmDY5e6EgWafhM4MqQykxJffMo8SSKFmsDe19l49arz7BG5JvWNIXpDMEpb6poUZjFR8pBb4TsQqzzGC7mZ1XLplt7Vn8CljV5qy2GH92EJXl94HNA>

GitHub<https://c.gle/AF5yWjCLrQx9R6hoO_CRwtAFGwmG0Efm-gtBOFJujcHi58e8TfPJnL0-9QWxQ2s53yT6HAejJO38F4Ull4rSQZ4G8DkToxKJr3bzbWM2nVl0fl4NCs-DOiIQ8dG-xf2590YmNSOeW1R-P8bqcA>

No-cost cloud training

35 credits on Google Cloud Skills Boost. Redeem  
now<https://c.gle/AF5yWjDScA_Ba5pwJGqg-swBzFCx9Ai6_N_pk7HAQ34mcXK_cB6PP7kOAjRlA551aysh6eeNYEmqJD2Ot0uqSZaeC8nQwfxouttDbWpabkE0Qm2CG6MGdZ36NGPp1fPQHdMllmAl0HtiJGkx1gaxLd82VCQzrczqmFs5yqxDQQYlCg9wG66ljhJlZdk2vjnPs9rje0oP1smZLn8kopVqfveLkui43UzSy4KVxqdLQpj4e_AF58uBVPPksLgDWepV8FnpiHH4Z-yCJJQH5nyx6tPa6rkcLqxH4yAbRfo3y9UjI_Kkn2kN9GmcgdPM_L-MFXrEfTgmG-ULu-035VmuD7r3h-RTAEAR9augGqD-uusOZL3ptisM>
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