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| origin_date | null |
| status | 200 |
| final URL | https://cloudblog.withgoogle.com/products/ai-machine-learning/rss/ |
| etag | null |
| last-modified | null |
| date | Thu, 22 Oct 2026 04:45:35 GMT |
| age | null |
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@@ -1,13 +1,13 @@<?xml version="1.0" encoding="utf-8"?>-
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:media="http://search.yahoo.com/mrss/"><channel><title>AI & Machine Learning</title><link>https://cloud.google.com/blog/products/a…+
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:media="http://search.yahoo.com/mrss/"><channel><title>AI & Machine Learning</title><link>https://cloud.google.com/blog/products/a…<div class="block-code"><dl> <dt>code_block</dt>-
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &#x27;---\r\nname: test-triager\r\ndescription: Runs unit tests, classifies failures, and returns a concise summary of failing assertions.\r\nmodel: flash\r\ntools:\r\n - read\r\n - edit\r\n---\r\n\r\nRun the requested t…+
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &#x27;---\r\nname: test-triager\r\ndescription: Runs unit tests, classifies failures, and returns a concise summary of failing assertions.\r\nmodel: flash\r\ntools:\r\n - read\r\n - edit\r\n---\r\n\r\nRun the requested t…</dl></div><div class="block-paragraph"><p data-block-key="5p921">And a cross-model code reviewer subagent in <code>.agents/agents/gemini-judge.md</code>:</p></div><div class="block-code"><dl> <dt>code_block</dt>-
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &quot;---\r\nname:cross-model-judge\r\ndescription: Independent LLM-as-a-judge verifier that audits diffs and edge cases using Gemini Pro.\r\nmodel: pro\r\ntools:\r\n - read\r\n---\r\n\r\nReview the current workspace diff…+
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &quot;---\r\nname:cross-model-judge\r\ndescription: Independent LLM-as-a-judge verifier that audits diffs and edge cases using Gemini Pro.\r\nmodel: pro\r\ntools:\r\n - read\r\n---\r\n\r\nReview the current workspace diff…</dl></div><div class="block-paragraph"><p data-block-key="5p921">With this setup, you can delegate rapid test-and-classify loops to <code>test-triager</code> and trigger <code>cross-model-judge</code> to validate the final diff, combining the strengths of each model in a si…<div class="block-video">@
@@ -1196,7 +1196,7 @@<p><code style="vertical-align: baseline;">AI.COUNT_TOKENS</code><span style="vertical-align: baseline;"> returns the number of tokens a model's tokenizer produces for a text string, without making a billable generation call. Run it over a column to measure your input data:&l…<div class="block-code"><dl> <dt>code_block</dt>-
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &quot;-- Count the input text tokens for each product review\r\nSELECT\r\n SUM(\r\n AI.COUNT_TOKENS(\r\n CONCAT(&#x27;Classify the sentiment of this review as positive, negative, or neutral: &#x27;, review…+
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &quot;-- Count the input text tokens for each product review\r\nSELECT\r\n SUM(\r\n AI.COUNT_TOKENS(\r\n CONCAT(&#x27;Classify the sentiment of this review as positive, negative, or neutral: &#x27;, review…</dl></div><div class="block-paragraph_advanced"><p><span style="vertical-align: baseline;">The count is a lower bound on input tokens. It doesn't include output or thinking tokens, the instructions each AI function adds around your input, or non-text inputs such as images. Use it to:</spa…<ul>@
@@ -1223,7 +1223,7 @@<p><span style="vertical-align: baseline;">If a small sample run shows an average </span><strong style="vertical-align: baseline;">100:1 input-to-output token ratio</strong><span style="vertical-align: baseline;">, you can solve for a daily budget:</span><…<div class="block-code"><dl> <dt>code_block</dt>-
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &#x27;Cost: 0.125 × I + 0.75 × O = 100 (I, O in millions of tokens)\r\nRatio: I = 100 × O&#x27;), (&#x27;language&#x27;, &#x27;&#x27;), (&#x27;caption&#x27;, &lt;wagtail.rich_text.Ric…+
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &#x27;Cost: 0.125 × I + 0.75 × O = 100 (I, O in millions of tokens)\r\nRatio: I = 100 × O&#x27;), (&#x27;language&#x27;, &#x27;&#x27;), (&#x27;caption&#x27;, &lt;wagtail.rich_text.Ric…</dl></div><div class="block-paragraph_advanced"><p><span style="vertical-align: baseline;">Solving gives about </span><strong style="vertical-align: baseline;">754 million input tokens</strong><span style="vertical-align: baseline;"> and </span><strong style=…<h3><span style="vertical-align: baseline;">Best practices for managing AI cost</span></h3>@
@@ -2233,7 +2233,7 @@<p><span style="vertical-align: baseline;">Integrating cloud management into your agents no longer requires packaging Google Cloud CLI binaries, managing local execution runtimes, or maintaining dependencies inside agent container images. Because the Google Cloud CLI remote MCP server im…<div class="block-code"><dl> <dt>code_block</dt>-
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &#x27;{\r\n &quot;mcpServers&quot;: {\r\n &quot;google-cloud-cli&quot;: {\r\n &quot;uri&quot;: &quot;https://cloudcli.googleapis.com/mcp&quot;,\r\n ...\r\n }\r\n }\r\n}&…+
<dd>&lt;ListValue: [StructValue([(&#x27;code&#x27;, &#x27;{\r\n &quot;mcpServers&quot;: {\r\n &quot;google-cloud-cli&quot;: {\r\n &quot;uri&quot;: &quot;https://cloudcli.googleapis.com/mcp&quot;,\r\n ...\r\n }\r\n }\r\n}&…</dl></div><div class="block-paragraph_advanced"><p><span style="vertical-align: baseline;">Your agent immediately gains access to execute gcloud and bq commands in a secure, network-isolated cloud sandbox.</span></p><p><span style="vertical-align: baseline;">Authentication is handled via keyless Agent Identity for hosted Google Cloud platforms, or standard OAuth 2.0 for external runtimes. For authentication options, see the </span><a href="https://docs.cloud.google.com/mcp/set-up-authentica…@
@@ -3224,34 +3224,4 @@<p role="presentation"><strong style="vertical-align: baseline;">Get certified:</strong><span style="vertical-align: baseline;"> Help your staff gain industry-recognized AI certificates through guided courses, expert mentoring, and skill badges.</span></p></li></ul>-
<p><span style="vertical-align: baseline;">By offering easy-to-use tools and free training — from everyday office apps in Workspace to advanced AI on Google Cloud — Google is here to help Latin American businesses thrive today and in the future.</span></p></div></descri…-
<p><span style="vertical-align: baseline;">Our uniquely complete stack — including a choice of first- and third-party </span><a href="https://cloud.google.com/ai-infrastructure"><span style="text-decoration: underline; vertical-align: baseline;">compute</span><…-
<p><span style="vertical-align: baseline;">As a result, startups are choosing to build and run on Google Cloud at a higher rate than they were three years ago, at the start of the AI era.</span></p>-
<p><span style="vertical-align: baseline;">Given how quickly the technology industry moves in the AI era, the choices startups make can be notable. As we’ve worked together and watch many of these leaders scale, we’ve observed a few important trends emerging over the past several months…-
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<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Gemini Enterprise</strong><span style="vertical-align: baseline;">, which includes our tools for managing TPU and GPU clusters, services for building and managing agents, and APIs to access both first- and third…-
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<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><strong style="vertical-align: baseline;">Gemini models</strong><span style="vertical-align: baseline;"> — as well as several of the third-party models available through Gemini Enterprise — are providing very strong price-performance for startups. These…-
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<li aria-level="1" style="list-style-type: decimal; vertical-align: baseline;">-
<p role="presentation"><span style="vertical-align: baseline;">Access to compute on </span><strong style="vertical-align: baseline;">GPUs</strong><span style="vertical-align: baseline;"> and </span><strong style="vertical-align: baseline;">TPUs</str…-
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</ol>-
<p><span style="vertical-align: baseline;">We can see the demand for these technologies first-hand in some of the recent deals we have struck in the past 60 days with a number of leading startups across sectors:</span></p>-
<ul>-
<li role="presentation"><a href="https://www.artificial.agency/" rel="noopener" target="_blank"><strong style="text-decoration: underline; vertical-align: baseline;">Artificial Agency</strong></a><span style="vertical-align: baseline;">, a startup focused on gener…-
<li role="presentation"><a href="https://www.aryahealth.ai/" rel="noopener" target="_blank"><strong style="text-decoration: underline; vertical-align: baseline;">Arya</strong><span style="text-decoration: underline; vertical-align: baseline;"> </span><strong st…-
<li role="presentation"><a href="https://casco.com/" rel="noopener" target="_blank"><strong style="text-decoration: underline; vertical-align: baseline;">Casco</strong></a><span style="vertical-align: baseline;"> is a cybersecurity startup whose autonomous agent s…-
<li role="presentation"><span style="vertical-align: baseline;"><a href="https://www.coderabbit.ai/" rel="noopener" target="_blank"><strong style="text-decoration: underline; vertical-align: baseline;">CodeRabbit</strong></a><span style="vertical-align: baselin…-
<li role="presentation"><span style="vertical-align: baseline;"><a href="http://www.comfy.org" rel="noopener" target="_blank"><strong style="text-decoration: underline; vertical-align: baseline;">Comfy</strong></a><strong style="vertical-align: baseline;"> &…-
<li role="presentation"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><a href="https://www.microagi.ai/" rel="noopener" target="_blank"><strong style="text-decoration: underline; vertical-align: baseline;">MicroAGI</strong></a&…-
<li role="presentation"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><a href="https://www.ineffable.ai/" rel="noopener" target="_blank"><strong style="text-decoration: underline; vertical-alig…-
<li role="presentation"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><a href="https://pearhealthlabs.com/" rel="noopener" target="_blank"><strong …-
<li role="presentation"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><a href="https://www.roboforce.ai/" r…-
<li role="presentation"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline…-
<li role="presentation"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline;"><span style="vertical-align: baseline…-
</ul>-
<p><span style="vertical-align: baseline;">These new and expanding customers represent some of the most exciting names in AI and are demonstrative of the type of successes that startups are having with Google Cloud’s uniquely complete stack for building AI.</span></p>-
<p><span style="vertical-align: baseline;">To learn more about Google Cloud’s work with leading AI startups, or to get started building with us, visit </span><a href="https://cloud.google.com/startup"><span style="text-decoration: underline; vertical-align: baseline;">h…+
<p><span style="vertical-align: baseline;">By offering easy-to-use tools and free training — from everyday office apps in Workspace to advanced AI on Google Cloud — Google is here to help Latin American businesses thrive today and in the future.</span></p></div></descri…38 lines shown here cut at 300 characters. The raw artifact at this commit is linked above.