test(tokenizer): verify last_observed_at is flushed to the sql store

Shortens the GC interval for the passwordauthn package so the flush
runs within a test.

docs/api/openapi.yml

@@ -3321,69 +3321,6 @@ components:
         repeatVariable:
           type: string
       type: object
-    DashboardtypesAIBuilderQuerySpec:
-      properties:
-        aggregations:
-          items:
-            $ref: '#/components/schemas/Querybuildertypesv5TraceAggregation'
-          nullable: true
-          type: array
-        bucketOptions:
-          $ref: '#/components/schemas/Querybuildertypesv5BucketOptions'
-        cursor:
-          type: string
-        disabled:
-          type: boolean
-        filter:
-          $ref: '#/components/schemas/Querybuildertypesv5Filter'
-        functions:
-          items:
-            $ref: '#/components/schemas/Querybuildertypesv5Function'
-          nullable: true
-          type: array
-        groupBy:
-          items:
-            $ref: '#/components/schemas/Querybuildertypesv5GroupByKey'
-          nullable: true
-          type: array
-        having:
-          $ref: '#/components/schemas/Querybuildertypesv5Having'
-        legend:
-          type: string
-        limit:
-          type: integer
-        limitBy:
-          $ref: '#/components/schemas/Querybuildertypesv5LimitBy'
-        name:
-          type: string
-        offset:
-          type: integer
-        order:
-          items:
-            $ref: '#/components/schemas/Querybuildertypesv5OrderBy'
-          nullable: true
-          type: array
-        secondaryAggregations:
-          items:
-            $ref: '#/components/schemas/Querybuildertypesv5SecondaryAggregation'
-          nullable: true
-          type: array
-        selectFields:
-          items:
-            $ref: '#/components/schemas/TelemetrytypesTelemetryFieldKey'
-          nullable: true
-          type: array
-        signal:
-          enum:
-          - traces
-          type: string
-        source:
-          $ref: '#/components/schemas/TelemetrytypesSource'
-        stepInterval:
-          $ref: '#/components/schemas/Querybuildertypesv5Step'
-      required:
-      - signal
-      type: object
     DashboardtypesAreaChartAppearance:
       properties:
         fillMode:
@@ -4344,7 +4281,6 @@ components:
     DashboardtypesQueryPlugin:
       discriminator:
         mapping:
-          signoz/AIBuilderQuery: '#/components/schemas/DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesAIBuilderQuerySpec'
           signoz/BuilderQuery: '#/components/schemas/DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesBuilderQuerySpec'
           signoz/ClickHouseSQL: '#/components/schemas/DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5ClickHouseQuery'
           signoz/CompositeQuery: '#/components/schemas/DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5CompositeQuery'
@@ -4354,7 +4290,6 @@ components:
         propertyName: kind
       oneOf:
       - $ref: '#/components/schemas/DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesBuilderQuerySpec'
-      - $ref: '#/components/schemas/DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesAIBuilderQuerySpec'
       - $ref: '#/components/schemas/DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5CompositeQuery'
       - $ref: '#/components/schemas/DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5QueryBuilderFormula'
       - $ref: '#/components/schemas/DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5PromQuery'
@@ -4364,25 +4299,12 @@ components:
     DashboardtypesQueryPluginKind:
       enum:
       - signoz/BuilderQuery
-      - signoz/AIBuilderQuery
       - signoz/CompositeQuery
       - signoz/Formula
       - signoz/PromQLQuery
       - signoz/ClickHouseSQL
       - signoz/TraceOperator
       type: string
-    DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesAIBuilderQuerySpec:
-      properties:
-        kind:
-          enum:
-          - signoz/AIBuilderQuery
-          type: string
-        spec:
-          $ref: '#/components/schemas/DashboardtypesAIBuilderQuerySpec'
-      required:
-      - kind
-      - spec
-      type: object
     DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesBuilderQuerySpec:
       properties:
         kind:

frontend/.storybook/preview.tsx

@@ -1,7 +1,6 @@
 import type { Preview } from '@storybook/react-vite';
 import type { SetupWorker } from 'msw';
 import { setupWorker } from 'msw';
-import { configure } from 'storybook/test';
 
 import { settleForCapture } from '../src/storybook/visual/settleForCapture';
 import PageDocs from '../src/storybook/docs/PageDocs';
@@ -84,10 +83,6 @@ const translationsReady = i18n.loadNamespaces(
 	),
 );
 
-// testing-library's 1s default for `findBy*` and `waitFor` is shorter than a
-// popup or a query takes to land on a loaded CI runner.
-configure({ asyncUtilTimeout: 10_000 });
-
 const preview: Preview = {
 	parameters: {
 		layout: 'fullscreen',

frontend/.storybook/test-runner.ts

@@ -30,8 +30,6 @@ interface CapturedMessage {
 	text: string;
 }
 
-const PREPARE_TIMEOUT_MS = 180_000;
-
 const messagesByPage = new WeakMap<Page, CapturedMessage[]>();
 
 /**
@@ -54,15 +52,6 @@ const config: TestRunnerConfig = {
 	// msw logs every mocked request at `log`; keep it out of the failure dump
 	// unless the job is re-run with debug logging (GitHub sets RUNNER_DEBUG=1).
 	logLevel: process.env.RUNNER_DEBUG === '1' ? 'info' : 'warn',
-	// The runner's default prepare, minus Playwright's 30s navigation timeout: on
-	// a cold dev server the first load compiles the whole preview, which outlasts
-	// it on a shared CI runner.
-	async prepare({ page }): Promise<void> {
-		await page.goto(new URL('iframe.html', process.env.TARGET_URL).toString(), {
-			waitUntil: 'load',
-			timeout: PREPARE_TIMEOUT_MS,
-		});
-	},
 	async preVisit(page): Promise<void> {
 		const existing = messagesByPage.get(page);
 		if (existing) {

frontend/src/api/generated/services/sigNoz.schemas.ts

@@ -4144,71 +4144,6 @@ export interface DashboardGridLayoutSpecDTO {
 	repeatVariable?: string;
 }
 
-export enum DashboardtypesAIBuilderQuerySpecDTOSignal {
-	traces = 'traces',
-}
-export interface DashboardtypesAIBuilderQuerySpecDTO {
-	/**
-	 * @type array,null
-	 */
-	aggregations?: Querybuildertypesv5TraceAggregationDTO[] | null;
-	bucketOptions?: Querybuildertypesv5BucketOptionsDTO;
-	/**
-	 * @type string
-	 */
-	cursor?: string;
-	/**
-	 * @type boolean
-	 */
-	disabled?: boolean;
-	filter?: Querybuildertypesv5FilterDTO;
-	/**
-	 * @type array,null
-	 */
-	functions?: Querybuildertypesv5FunctionDTO[] | null;
-	/**
-	 * @type array,null
-	 */
-	groupBy?: Querybuildertypesv5GroupByKeyDTO[] | null;
-	having?: Querybuildertypesv5HavingDTO;
-	/**
-	 * @type string
-	 */
-	legend?: string;
-	/**
-	 * @type integer
-	 */
-	limit?: number;
-	limitBy?: Querybuildertypesv5LimitByDTO;
-	/**
-	 * @type string
-	 */
-	name?: string;
-	/**
-	 * @type integer
-	 */
-	offset?: number;
-	/**
-	 * @type array,null
-	 */
-	order?: Querybuildertypesv5OrderByDTO[] | null;
-	/**
-	 * @type array,null
-	 */
-	secondaryAggregations?: Querybuildertypesv5SecondaryAggregationDTO[] | null;
-	/**
-	 * @type array,null
-	 */
-	selectFields?: TelemetrytypesTelemetryFieldKeyDTO[] | null;
-	/**
-	 * @enum traces
-	 * @type string
-	 */
-	signal: DashboardtypesAIBuilderQuerySpecDTOSignal;
-	source?: TelemetrytypesSourceDTO;
-	stepInterval?: Querybuildertypesv5StepDTO;
-}
-
 export enum DashboardtypesAreaFillModeDTO {
 	solid = 'solid',
 	gradient = 'gradient',
@@ -5320,18 +5255,6 @@ export interface DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDa
 	spec: DashboardtypesBuilderQuerySpecDTO;
 }
 
-export enum DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesAIBuilderQuerySpecDTOKind {
-	'signoz/AIBuilderQuery' = 'signoz/AIBuilderQuery',
-}
-export interface DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesAIBuilderQuerySpecDTO {
-	/**
-	 * @enum signoz/AIBuilderQuery
-	 * @type string
-	 */
-	kind: DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesAIBuilderQuerySpecDTOKind;
-	spec: DashboardtypesAIBuilderQuerySpecDTO;
-}
-
 export enum DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5CompositeQueryDTOKind {
 	'signoz/CompositeQuery' = 'signoz/CompositeQuery',
 }
@@ -5623,7 +5546,6 @@ export interface DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQu
 
 export type DashboardtypesQueryPluginDTO =
 	| DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesBuilderQuerySpecDTO
-	| DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesAIBuilderQuerySpecDTO
 	| DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5CompositeQueryDTO
 	| DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5QueryBuilderFormulaDTO
 	| DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5PromQueryDTO
@@ -6301,7 +6223,6 @@ export interface DashboardtypesPostablePublicDashboardDTO {
 
 export enum DashboardtypesQueryPluginKindDTO {
 	'signoz/BuilderQuery' = 'signoz/BuilderQuery',
-	'signoz/AIBuilderQuery' = 'signoz/AIBuilderQuery',
 	'signoz/CompositeQuery' = 'signoz/CompositeQuery',
 	'signoz/Formula' = 'signoz/Formula',
 	'signoz/PromQLQuery' = 'signoz/PromQLQuery',

frontend/src/assets/Logos/anthropic-api-monitoring.svg

@@ -1,6 +1,6 @@
 <svg version="1.1" id="Layer_1" xmlns:x="ns_extend;" xmlns:i="ns_ai;" xmlns:graph="ns_graphs;" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 92.2 65" style="enable-background:new 0 0 92.2 65;" xml:space="preserve">
  <style type="text/css">
-  .st0{fill:#7A8291;}
+  .st0{fill:#FFFFFF;}
  </style>
  <metadata>
   <sfw xmlns="ns_sfw;">

frontend/src/assets/Logos/antigravity.svg

@@ -1,3 +0,0 @@
-<svg role="img" viewBox="0 0 16 15" xmlns="http://www.w3.org/2000/svg">
-	<path d="M14.0777 13.984C14.945 14.6345 16.2458 14.2008 15.0533 13.0084C11.476 9.53949 12.2349 0 7.79033 0C3.34579 0 4.10461 9.53949 0.527295 13.0084C-0.773543 14.3092 0.635692 14.6345 1.50293 13.984C4.86344 11.7076 4.64663 7.69664 7.79033 7.69664C10.934 7.69664 10.7172 11.7076 14.0777 13.984Z" fill="#4285F4" />
-</svg>

frontend/src/assets/Logos/aurora.svg

@@ -1 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64"><g fill="none" fill-rule="evenodd"><path fill="#c925d1" d="M0 0h64v64H0z"/><path fill="#fff" d="M36.213 16.011h-2.016v-2.005h2.016V12h2.017v2.006h2.016v2.005H38.23v2.006h-2.017zm9.074 8.023h-2.016v-2.006h2.016v-2.005h2.016v2.005h2.017v2.006h-2.017v2.006h-2.016v-2.006m-3.434 22.64c-1.495-3.292-4.482-6.263-7.792-7.75 3.31-1.487 6.297-4.459 7.792-7.75 1.494 3.291 4.482 6.263 7.791 7.75-3.31 1.487-6.297 4.458-7.79 7.75m12.139-8.753c-5.202 0-11.13-5.898-11.13-11.071 0-.555-.452-1.003-1.009-1.003s-1.008.448-1.008 1.003c0 5.173-5.93 11.071-11.13 11.071-.558 0-1.009.448-1.009 1.003s.45 1.003 1.008 1.003c5.202 0 11.13 5.898 11.13 11.07 0 .554.452 1.003 1.01 1.003.556 0 1.007-.45 1.007-1.003 0-5.172 5.93-11.07 11.13-11.07.558 0 1.009-.45 1.009-1.003 0-.555-.45-1.003-1.008-1.003m-31.39-19.904c6.85 0 10.587 1.988 10.587 3.008s-3.737 3.009-10.586 3.009-10.587-1.988-10.587-3.009 3.737-3.008 10.587-3.008m-.35 15.15c-5.012 0-8.62-1.063-10.236-2.19v-7.113c2.367 1.433 6.487 2.176 10.587 2.176s8.22-.743 10.586-2.176v6.484c-1.016 1.406-5.247 2.819-10.936 2.819M33.19 45.975c0 1.435-4.126 3.52-10.59 3.52-6.46 0-10.583-2.085-10.583-3.52v-4.407c2.258 1.354 6.014 2.192 10.276 2.192 2.942 0 5.786-.413 8.01-1.166l-.651-1.898c-2.019.682-4.633 1.058-7.359 1.058-5.39 0-9.252-1.402-10.276-2.76v-5.707c2.411 1.176 6.113 1.885 10.237 1.885 3.92 0 8.34-.725 10.936-2.269v2.162h2.016v-14.04c0-3.292-6.34-5.014-12.602-5.014S10 17.733 10 21.025v24.95c0 3.59 6.49 5.526 12.598 5.526 6.112 0 12.607-1.937 12.607-5.526v-2.887h-2.016z"/></g></svg>

frontend/src/assets/Logos/clickhouse.svg

@@ -1,6 +1,6 @@
 <svg version="1.1" id="Layer_1" xmlns:x="ns_extend;" xmlns:i="ns_ai;" xmlns:graph="ns_graphs;" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 50.6 50.6" style="enable-background:new 0 0 50.6 50.6;" xml:space="preserve">
  <style type="text/css">
-  .st0{fill:#7A8291;}
+  .st0{fill:#FFFFFF;}
  </style>
  <metadata>
   <sfw xmlns="ns_sfw;">

frontend/src/assets/Logos/cline.svg

@@ -1,3 +0,0 @@
-<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
-	<path d="m23.365 13.556-1.442-2.895V8.994c0-2.764-2.218-5.002-4.954-5.002h-2.464c.178-.367.276-.779.276-1.213A2.77 2.77 0 0 0 12.018 0a2.77 2.77 0 0 0-2.763 2.779c0 .434.098.846.276 1.213H7.067c-2.736 0-4.954 2.238-4.954 5.002v1.667L.64 13.549c-.149.29-.149.636 0 .927l1.472 2.855v1.667C2.113 21.762 4.33 24 7.067 24h9.902c2.736 0 4.954-2.238 4.954-5.002V17.33l1.44-2.865c.143-.286.143-.622.002-.91m-12.854 2.36a2.27 2.27 0 0 1-2.261 2.273 2.27 2.27 0 0 1-2.261-2.273v-4.042A2.27 2.27 0 0 1 8.249 9.6a2.267 2.267 0 0 1 2.262 2.274zm7.285 0a2.27 2.27 0 0 1-2.26 2.273 2.27 2.27 0 0 1-2.262-2.273v-4.042A2.267 2.267 0 0 1 15.535 9.6a2.267 2.267 0 0 1 2.261 2.274z" fill="#7A8291" />
-</svg>

frontend/src/assets/Logos/confluent-kafka.svg

@@ -1,6 +1,6 @@
 <svg version="1.1" id="Layer_1" xmlns:x="ns_extend;" xmlns:i="ns_ai;" xmlns:graph="ns_graphs;" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 43 43" style="enable-background:new 0 0 43 43;" xml:space="preserve">
  <style type="text/css">
-  .st0{fill-rule:evenodd;clip-rule:evenodd;fill:#0074A2;}
+  .st0{fill-rule:evenodd;clip-rule:evenodd;fill:#FFFFFF;}
  </style>
  <metadata>
   <sfw xmlns="ns_sfw;">

frontend/src/assets/Logos/cursor.svg

@@ -1,3 +0,0 @@
-<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg">
-	<path d="M11.503.131 1.891 5.678a.84.84 0 0 0-.42.726v11.188c0 .3.162.575.42.724l9.609 5.55a1 1 0 0 0 .998 0l9.61-5.55a.84.84 0 0 0 .42-.724V6.404a.84.84 0 0 0-.42-.726L12.497.131a1.01 1.01 0 0 0-.996 0M2.657 6.338h18.55c.263 0 .43.287.297.515L12.23 22.918c-.062.107-.229.064-.229-.06V12.335a.59.59 0 0 0-.295-.51l-9.11-5.257c-.109-.063-.064-.23.061-.23" fill="#7A8291" />
-</svg>

frontend/src/assets/Logos/datadog.svg

@@ -3,7 +3,7 @@
 <svg version="1.1" id="Layer_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px"
 	 viewBox="0 0 800.5 907.77" style="enable-background:new 0 0 800.5 907.77;" xml:space="preserve">
 <style type="text/css">
-	.st0{fill:#8B5CC7;}
+	.st0{fill:#FFFFFF;}
 </style>
 <path class="st0" d="M303.36,238.61c31.36-21.37,71.76-12.97,65-6.53c-12.89,12.28,4.26,8.65,6.11,31.31
 	c1.36,16.69-4.09,25.88-8.78,31.11c-9.79,1.28-21.69,3.67-36.02,8.33c-8.48,2.76-15.85,5.82-22.31,8.9

frontend/src/assets/Logos/daytona.svg

@@ -1,10 +0,0 @@
-<svg role="img" viewBox="0 0 275 287" xmlns="http://www.w3.org/2000/svg">
-	<path d="M14.5584 193.736H114.275V227.925H14.5584V193.736Z" fill="#7A8291" />
-	<path d="M148.464 74.076H262.426V108.265H148.464V74.076Z" fill="#7A8291" />
-	<path d="M88.6338 84.6127L173.246 0L197.422 24.175L112.809 108.788L88.6338 84.6127Z" fill="#7A8291" />
-	<path d="M89.157 170.084L24.175 105.102L0 129.277L64.9819 194.259L89.157 170.084Z" fill="#7A8291" />
-	<path d="M174.629 217.911L106.133 286.407L81.9577 262.232L150.454 193.736L174.629 217.911Z" fill="#7A8291" />
-	<path d="M174.106 132.44L250.66 208.994L274.835 184.819L198.281 108.265L174.106 132.44Z" fill="#7A8291" />
-	<path d="M88.6338 48.434V131.057H54.4451L54.4451 48.434H88.6338Z" fill="#7A8291" />
-	<path d="M208.294 168.094V270.66H174.106V168.094H208.294Z" fill="#7A8291" />
-</svg>

frontend/src/assets/Logos/deno.svg

@@ -1 +1 @@
-<svg xmlns="http://www.w3.org/2000/svg" fill="#7A8291" viewBox="0 0 24 24"><title>Deno</title><path d="M1.105 18.02A11.9 11.9 0 0 1 0 12.985q0-.698.078-1.376a12 12 0 0 1 .231-1.34A12 12 0 0 1 4.025 4.02a12 12 0 0 1 5.46-2.771 12 12 0 0 1 3.428-.23c1.452.112 2.825.477 4.077 1.05a12 12 0 0 1 2.78 1.774 12.02 12.02 0 0 1 4.053 7.078A12 12 0 0 1 24 12.985q0 .454-.036.914a12 12 0 0 1-.728 3.305 12 12 0 0 1-2.38 3.875c-1.33 1.357-3.02 1.962-4.43 1.936a4.4 4.4 0 0 1-2.724-1.024c-.99-.853-1.391-1.83-1.53-2.919a5 5 0 0 1 .128-1.518c.105-.38.37-1.116.76-1.437-.455-.197-1.04-.624-1.226-.829-.045-.05-.04-.13 0-.183a.155.155 0 0 1 .177-.053c.392.134.869.267 1.372.35.66.111 1.484.25 2.317.292 2.03.1 4.153-.813 4.812-2.627s.403-3.609-1.96-4.685-3.454-2.356-5.363-3.128c-1.247-.505-2.636-.205-4.06.582-3.838 2.121-7.277 8.822-5.69 15.032a.191.191 0 0 1-.315.19 12 12 0 0 1-1.25-1.634 12 12 0 0 1-.769-1.404M11.57 6.087c.649-.051 1.214.501 1.31 1.236.13.979-.228 1.99-1.41 2.013-1.01.02-1.315-.997-1.248-1.614.066-.616.574-1.575 1.35-1.635"/></svg>
+<svg xmlns="http://www.w3.org/2000/svg" fill="#fff" viewBox="0 0 24 24"><title>Deno</title><path d="M1.105 18.02A11.9 11.9 0 0 1 0 12.985q0-.698.078-1.376a12 12 0 0 1 .231-1.34A12 12 0 0 1 4.025 4.02a12 12 0 0 1 5.46-2.771 12 12 0 0 1 3.428-.23c1.452.112 2.825.477 4.077 1.05a12 12 0 0 1 2.78 1.774 12.02 12.02 0 0 1 4.053 7.078A12 12 0 0 1 24 12.985q0 .454-.036.914a12 12 0 0 1-.728 3.305 12 12 0 0 1-2.38 3.875c-1.33 1.357-3.02 1.962-4.43 1.936a4.4 4.4 0 0 1-2.724-1.024c-.99-.853-1.391-1.83-1.53-2.919a5 5 0 0 1 .128-1.518c.105-.38.37-1.116.76-1.437-.455-.197-1.04-.624-1.226-.829-.045-.05-.04-.13 0-.183a.155.155 0 0 1 .177-.053c.392.134.869.267 1.372.35.66.111 1.484.25 2.317.292 2.03.1 4.153-.813 4.812-2.627s.403-3.609-1.96-4.685-3.454-2.356-5.363-3.128c-1.247-.505-2.636-.205-4.06.582-3.838 2.121-7.277 8.822-5.69 15.032a.191.191 0 0 1-.315.19 12 12 0 0 1-1.25-1.634 12 12 0 0 1-.769-1.404M11.57 6.087c.649-.051 1.214.501 1.31 1.236.13.979-.228 1.99-1.41 2.013-1.01.02-1.315-.997-1.248-1.614.066-.616.574-1.575 1.35-1.635"/></svg>

frontend/src/assets/Logos/document-load.svg

@@ -1 +1 @@
-<svg xmlns="http://www.w3.org/2000/svg" width="100" height="100" fill="#7A8291" viewBox="0 0 50 50"><path d="M7 2v46h36V14.594l-.281-.313-12-12L30.406 2Zm2 2h20v12h12v30H9Zm22 1.438L39.563 14H31ZM15 22v2h20v-2Zm0 6v2h16v-2Zm0 6v2h20v-2Z"/></svg>
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frontend/src/assets/Logos/e2b.svg

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frontend/src/assets/Logos/emqx.svg

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frontend/src/assets/Logos/from-log-file.svg

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frontend/src/assets/Logos/haystack.svg

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frontend/src/assets/Logos/kafka.svg

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frontend/src/assets/Logos/karpenter.svg

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frontend/src/assets/Logos/langchain.svg

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frontend/src/assets/Logos/meta.svg

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frontend/src/assets/Logos/modal.svg

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frontend/src/assets/Logos/ollama.svg

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frontend/src/assets/Logos/zap.svg

@@ -1 +1 @@
-<svg xmlns="http://www.w3.org/2000/svg" width="800" height="800" fill="#7A8291" stroke="#7A8291" viewBox="0 0 24 24"><path d="M20.98 11.802a1 1 0 0 0-.738-.771l-6.86-1.716 2.537-5.921a1 1 0 0 0-.317-1.192.996.996 0 0 0-1.234.024l-11 9a1 1 0 0 0 .39 1.744l6.719 1.681-3.345 5.854A1 1 0 0 0 8 22a1 1 0 0 0 .6-.2l12-9a1 1 0 0 0 .38-.998z"/></svg>
+<svg xmlns="http://www.w3.org/2000/svg" width="800" height="800" fill="#fff" stroke="#fff" viewBox="0 0 24 24"><path d="M20.98 11.802a1 1 0 0 0-.738-.771l-6.86-1.716 2.537-5.921a1 1 0 0 0-.317-1.192.996.996 0 0 0-1.234.024l-11 9a1 1 0 0 0 .39 1.744l6.719 1.681-3.345 5.854A1 1 0 0 0 8 22a1 1 0 0 0 .6-.2l12-9a1 1 0 0 0 .38-.998z"/></svg>

frontend/src/container/OnboardingV2Container/onboarding-configs/onboarding-config-with-links.ts

@@ -4,13 +4,11 @@ import amazonMskUrl from '@/assets/Logos/amazon-msk.svg';
 import androidJavaMonitoringUrl from '@/assets/Logos/android-java-monitoring.svg';
 import androidKotlinMonitoringUrl from '@/assets/Logos/android-kotlin-monitoring.svg';
 import anthropicApiMonitoringUrl from '@/assets/Logos/anthropic-api-monitoring.svg';
-import antigravityUrl from '@/assets/Logos/antigravity.svg';
 import apacheDruidUrl from '@/assets/Logos/apache-druid.svg';
 import apacheUrl from '@/assets/Logos/apache.svg';
 import apiGatewayUrl from '@/assets/Logos/api-gateway.svg';
 import argocdUrl from '@/assets/Logos/argocd.svg';
 import aspnetUrl from '@/assets/Logos/aspnet.svg';
-import auroraUrl from '@/assets/Logos/aurora.svg';
 import auth0Url from '@/assets/Logos/auth0.svg';
 import autogenUrl from '@/assets/Logos/autogen.svg';
 import awsAlbUrl from '@/assets/Logos/aws-alb.svg';
@@ -30,7 +28,6 @@ import celeryUrl from '@/assets/Logos/celery.svg';
 import certManagerUrl from '@/assets/Logos/cert-manager.svg';
 import claudeCodeUrl from '@/assets/Logos/claude-code.svg';
 import clickhouseUrl from '@/assets/Logos/clickhouse.svg';
-import clineUrl from '@/assets/Logos/cline.svg';
 import cloudflareUrl from '@/assets/Logos/cloudflare.svg';
 import cloudnativePgUrl from '@/assets/Logos/cloudnative-pg.svg';
 import cloudwatchLogsUrl from '@/assets/Logos/cloudwatch-logs.svg';
@@ -39,10 +36,8 @@ import confluentKafkaUrl from '@/assets/Logos/confluent-kafka.svg';
 import convexLogoUrl from '@/assets/Logos/convex-logo.svg';
 import cppUrl from '@/assets/Logos/cpp.svg';
 import crewAiUrl from '@/assets/Logos/crew-ai.svg';
-import cursorUrl from '@/assets/Logos/cursor.svg';
 import dashboardsUrl from '@/assets/Logos/dashboards.svg';
 import datadogUrl from '@/assets/Logos/datadog.svg';
-import daytonaUrl from '@/assets/Logos/daytona.svg';
 import dbosUrl from '@/assets/Logos/dbos.svg';
 import deepseekUrl from '@/assets/Logos/deepseek.svg';
 import denoUrl from '@/assets/Logos/deno.svg';
@@ -52,7 +47,6 @@ import documentLoadUrl from '@/assets/Logos/document-load.svg';
 import dotnetUrl from '@/assets/Logos/dotnet.svg';
 import dspyUrl from '@/assets/Logos/dspy.svg';
 import dynamodbUrl from '@/assets/Logos/dynamodb.svg';
-import e2bUrl from '@/assets/Logos/e2b.svg';
 import ec2Url from '@/assets/Logos/ec2.svg';
 import ecsUrl from '@/assets/Logos/ecs.svg';
 import eksUrl from '@/assets/Logos/eks.svg';
@@ -61,7 +55,6 @@ import elasticsearchUrl from '@/assets/Logos/elasticsearch.svg';
 import elbUrl from '@/assets/Logos/elb.svg';
 import elixirUrl from '@/assets/Logos/elixir.svg';
 import elkUrl from '@/assets/Logos/elk.svg';
-import emqxUrl from '@/assets/Logos/emqx.svg';
 import envoyUrl from '@/assets/Logos/envoy.svg';
 import externalApiMonitoringUrl from '@/assets/Logos/external-api-monitoring.svg';
 import fluentbitUrl from '@/assets/Logos/fluentbit.svg';
@@ -108,7 +101,6 @@ import javascriptUrl from '@/assets/Logos/javascript.svg';
 import jbossUrl from '@/assets/Logos/jboss.svg';
 import jenkinsUrl from '@/assets/Logos/jenkins.svg';
 import kafkaUrl from '@/assets/Logos/kafka.svg';
-import karpenterUrl from '@/assets/Logos/karpenter.svg';
 import kedaUrl from '@/assets/Logos/keda.svg';
 import kongUrl from '@/assets/Logos/kong.svg';
 import kubernetesUrl from '@/assets/Logos/kubernetes.svg';
@@ -124,11 +116,9 @@ import logrusUrl from '@/assets/Logos/logrus.svg';
 import logsUrl from '@/assets/Logos/logs.svg';
 import logstashUrl from '@/assets/Logos/logstash.svg';
 import mastraUrl from '@/assets/Logos/mastra.svg';
-import metaUrl from '@/assets/Logos/meta.svg';
 import metricsUrl from '@/assets/Logos/metrics.svg';
 import microsoftSqlServerUrl from '@/assets/Logos/microsoft-sql-server.svg';
 import mistralUrl from '@/assets/Logos/mistral.svg';
-import modalUrl from '@/assets/Logos/modal.svg';
 import mongoUrl from '@/assets/Logos/mongo.svg';
 import n8nUrl from '@/assets/Logos/n8n.svg';
 import neonUrl from '@/assets/Logos/neon.svg';
@@ -151,7 +141,6 @@ import phpUrl from '@/assets/Logos/php.svg';
 import pinoUrl from '@/assets/Logos/pino.svg';
 import pipecatUrl from '@/assets/Logos/pipecat.svg';
 import planetscaleUrl from '@/assets/Logos/planetscale.svg';
-import podmanUrl from '@/assets/Logos/podman.svg';
 import postgresqlUrl from '@/assets/Logos/postgresql.svg';
 import prometheusUrl from '@/assets/Logos/prometheus.svg';
 import pydanticAiUrl from '@/assets/Logos/pydantic-ai.svg';
@@ -169,7 +158,6 @@ import rubyOnRailsUrl from '@/assets/Logos/ruby-on-rails.svg';
 import rustUrl from '@/assets/Logos/rust.svg';
 import s3Url from '@/assets/Logos/s3.svg';
 import scalaUrl from '@/assets/Logos/scala.svg';
-import sglangUrl from '@/assets/Logos/sglang.svg';
 import signozBrandLogoUrl from '@/assets/Logos/signoz-brand-logo.svg';
 import slogUrl from '@/assets/Logos/slog.svg';
 import slurmUrl from '@/assets/Logos/slurm.svg';
@@ -191,7 +179,6 @@ import traceloopUrl from '@/assets/Logos/traceloop.svg';
 import tracesUrl from '@/assets/Logos/traces.svg';
 import vectorUrl from '@/assets/Logos/vector.svg';
 import vercelUrl from '@/assets/Logos/vercel.svg';
-import vllmUrl from '@/assets/Logos/vllm.svg';
 import vmUrl from '@/assets/Logos/vm.svg';
 import vpcUrl from '@/assets/Logos/vpc.svg';
 import windowsUrl from '@/assets/Logos/windows.svg';
@@ -1027,64 +1014,35 @@ const onboardingConfigWithLinks = [
 			'tracing',
 		],
 		id: 'golang',
-		link: '/docs/instrumentation/golang/overview/',
+		link: '/docs/instrumentation/opentelemetry-golang/',
 		question: {
-			desc: 'How do you want to instrument your application?',
-			helpText:
-				'The SDK needs code changes. Compile-time instrumentation rebuilds the binary with otelc. eBPF attaches to a running binary and needs neither.',
-			helpLink: '/docs/instrumentation/golang/overview/',
-			helpLinkText: 'Compare the options →',
+			desc: 'What is your Environment?',
 			type: 'select',
-			entityID: 'framework',
+			entityID: 'environment',
 			options: [
 				{
-					key: 'golang-sdk',
-					label: 'OpenTelemetry SDK',
-					imgUrl: goUrl,
+					key: 'vm',
+					label: 'VM',
+					imgUrl: vmUrl,
 					link: '/docs/instrumentation/opentelemetry-golang/',
-					question: {
-						desc: 'What is your Environment?',
-						type: 'select',
-						entityID: 'environment',
-						options: [
-							{
-								key: 'vm',
-								label: 'VM',
-								imgUrl: vmUrl,
-								link: '/docs/instrumentation/opentelemetry-golang/',
-							},
-							{
-								key: 'k8s',
-								label: 'Kubernetes',
-								imgUrl: kubernetesUrl,
-								link: '/docs/instrumentation/opentelemetry-golang/',
-							},
-							{
-								key: 'windows',
-								label: 'Windows',
-								imgUrl: windowsUrl,
-								link: '/docs/instrumentation/opentelemetry-golang/',
-							},
-							{
-								key: 'docker',
-								label: 'Docker',
-								imgUrl: dockerUrl,
-								link: '/docs/instrumentation/opentelemetry-golang/',
-							},
-						],
-					},
 				},
 				{
-					key: 'golang-compile-time',
-					label: 'Compile-Time (otelc)',
-					imgUrl: goUrl,
-					link: '/docs/instrumentation/golang/compile-time-instrumentation/',
+					key: 'k8s',
+					label: 'Kubernetes',
+					imgUrl: kubernetesUrl,
+					link: '/docs/instrumentation/opentelemetry-golang/',
 				},
 				{
-					key: 'golang-ebpf',
-					label: 'eBPF',
-					imgUrl: opentelemetryUrl,
-					link: '/docs/instrumentation/golang/ebpf-instrumentation/',
+					key: 'windows',
+					label: 'Windows',
+					imgUrl: windowsUrl,
+					link: '/docs/instrumentation/opentelemetry-golang/',
+				},
+				{
+					key: 'docker',
+					label: 'Docker',
+					imgUrl: dockerUrl,
+					link: '/docs/instrumentation/opentelemetry-golang/',
 				},
 			],
 		},
@@ -2910,28 +2868,22 @@ const onboardingConfigWithLinks = [
 					imgUrl: lambdaUrl,
 					link: '/docs/aws-monitoring/lambda/lambda-traces/',
 					question: {
-						desc: 'How is your Lambda function packaged?',
+						desc: 'Which runtime does your Lambda function use?',
 						helpText:
-							'Zip functions use the OpenTelemetry auto-instrumentation layer, except Go, which has no layer and needs the SDK in your code. Layers do not attach to container images, so those bake instrumentation into the image.',
+							'Python, Node.js, Java, and Ruby use the OpenTelemetry auto-instrumentation layer. Go has no layer, so you add the SDK to your code.',
 						options: [
 							{
 								key: 'aws-lambda-traces-auto',
-								label: 'Zip - Python, Node.js, Java, Ruby',
+								label: 'Python, Node.js, Java, Ruby',
 								imgUrl: lambdaUrl,
 								link: '/docs/aws-monitoring/lambda/lambda-traces/',
 							},
 							{
 								key: 'aws-lambda-traces-golang',
-								label: 'Zip - Go',
+								label: 'Go',
 								imgUrl: goUrl,
 								link: '/docs/aws-monitoring/lambda/lambda-traces-golang/',
 							},
-							{
-								key: 'aws-lambda-traces-container-image',
-								label: 'Container Image',
-								imgUrl: dockerUrl,
-								link: '/docs/aws-monitoring/lambda/lambda-traces-container-image/',
-							},
 						],
 					},
 				},
@@ -7537,455 +7489,5 @@ const onboardingConfigWithLinks = [
 		id: 'mysql-logs',
 		link: '/docs/integrations/opentelemetry-mysql/',
 	},
-	{
-		dataSource: 'cursor',
-		label: 'Cursor',
-		imgUrl: cursorUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'agent',
-			'ai coding assistant',
-			'cursor',
-			'cursor ai',
-			'cursor observability',
-			'cursor traces',
-			'ide',
-			'llm',
-			'llm monitoring',
-			'monitoring',
-			'observability',
-			'token usage',
-			'traces',
-			'tracing',
-		],
-		id: 'cursor',
-		link: '/docs/cursor-observability/',
-	},
-	{
-		dataSource: 'antigravity-cli',
-		label: 'Antigravity CLI',
-		imgUrl: antigravityUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'agent',
-			'ai coding assistant',
-			'antigravity',
-			'antigravity cli',
-			'cli',
-			'google antigravity',
-			'llm',
-			'llm monitoring',
-			'monitoring',
-			'observability',
-			'quota',
-			'tool calls',
-			'traces',
-			'tracing',
-		],
-		id: 'antigravity-cli',
-		link: '/docs/antigravity-cli-monitoring/',
-	},
-	{
-		dataSource: 'qwen-code',
-		label: 'Qwen Code',
-		imgUrl: qwenUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'agent',
-			'ai coding assistant',
-			'cli',
-			'llm',
-			'llm monitoring',
-			'monitoring',
-			'observability',
-			'qwen',
-			'qwen code',
-			'qwen code cli',
-			'token spend',
-			'traces',
-			'tracing',
-		],
-		id: 'qwen-code',
-		link: '/docs/qwen-code-observability/',
-	},
-	{
-		dataSource: 'deepseek-harness',
-		label: 'DeepSeek Harness',
-		imgUrl: deepseekUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'agent',
-			'ai coding assistant',
-			'deepseek',
-			'deepseek harness',
-			'dsh',
-			'llm',
-			'llm monitoring',
-			'monitoring',
-			'observability',
-			'token spend',
-			'traces',
-			'tracing',
-		],
-		id: 'deepseek-harness',
-		link: '/docs/deepseek-harness-observability/',
-	},
-	{
-		dataSource: 'muse-spark',
-		label: 'Meta Muse Spark',
-		imgUrl: metaUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'llm',
-			'llm monitoring',
-			'meta',
-			'meta model api',
-			'monitoring',
-			'muse',
-			'muse spark',
-			'observability',
-			'prompt cache',
-			'reasoning tokens',
-			'traces',
-			'tracing',
-		],
-		id: 'muse-spark',
-		link: '/docs/muse-spark-monitoring/',
-	},
-	{
-		dataSource: 'openai-agents-sdk',
-		label: 'OpenAI Agents SDK',
-		imgUrl: openaiUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'agent',
-			'agents sdk',
-			'handoffs',
-			'llm',
-			'llm monitoring',
-			'monitoring',
-			'observability',
-			'openai',
-			'openai agents sdk',
-			'tool calls',
-			'traces',
-			'tracing',
-		],
-		id: 'openai-agents-sdk',
-		link: '/docs/openai-agents-sdk-observability/',
-	},
-	{
-		dataSource: 'e2b',
-		label: 'E2B Sandbox',
-		imgUrl: e2bUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'agent',
-			'code execution',
-			'e2b',
-			'e2b sandbox',
-			'llm',
-			'llm monitoring',
-			'monitoring',
-			'observability',
-			'sandbox',
-			'traces',
-			'tracing',
-		],
-		id: 'e2b',
-		link: '/docs/e2b-monitoring/',
-	},
-	{
-		dataSource: 'daytona',
-		label: 'Daytona Sandbox',
-		imgUrl: daytonaUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'agent',
-			'code execution',
-			'daytona',
-			'daytona sandbox',
-			'llm',
-			'llm monitoring',
-			'monitoring',
-			'observability',
-			'sandbox',
-			'traces',
-			'tracing',
-		],
-		id: 'daytona',
-		link: '/docs/daytona-monitoring/',
-	},
-	{
-		dataSource: 'vercel-sandbox',
-		label: 'Vercel Sandbox',
-		imgUrl: vercelUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'agent',
-			'code execution',
-			'llm',
-			'llm monitoring',
-			'monitoring',
-			'observability',
-			'sandbox',
-			'traces',
-			'tracing',
-			'vercel',
-			'vercel sandbox',
-		],
-		id: 'vercel-sandbox',
-		link: '/docs/vercel-sandbox-observability/',
-	},
-	{
-		dataSource: 'modal',
-		label: 'Modal',
-		imgUrl: modalUrl,
-		tags: ['LLM Monitoring'],
-		module: 'apm',
-		relatedSearchKeywords: [
-			'agent',
-			'container metrics',
-			'llm',
-			'llm monitoring',
-			'modal',
-			'modal functions',
-			'modal sandbox',
-			'monitoring',
-			'observability',
-			'sandbox',
-			'serverless',
-			'traces',
-			'tracing',
-		],
-		id: 'modal',
-		link: '/docs/integrations/modal/',
-	},
-	{
-		dataSource: 'cline',
-		label: 'Cline',
-		imgUrl: clineUrl,
-		tags: ['LLM Monitoring'],
-		module: 'metrics',
-		relatedSearchKeywords: [
-			'ai coding assistant',
-			'cline',
-			'cline monitoring',
-			'cost per model',
-			'llm',
-			'llm monitoring',
-			'metrics',
-			'monitoring',
-			'observability',
-			'token usage',
-			'vs code',
-		],
-		id: 'cline',
-		link: '/docs/cline-monitoring/',
-	},
-	{
-		dataSource: 'muse-code',
-		label: 'Meta Muse Code',
-		imgUrl: metaUrl,
-		tags: ['LLM Monitoring'],
-		module: 'metrics',
-		relatedSearchKeywords: [
-			'agent',
-			'ai coding assistant',
-			'cli',
-			'llm',
-			'llm monitoring',
-			'meta',
-			'metrics',
-			'monitoring',
-			'muse',
-			'muse code',
-			'observability',
-			'prompt cache',
-			'token usage',
-		],
-		id: 'muse-code',
-		link: '/docs/muse-code-monitoring/',
-	},
-	{
-		dataSource: 'vllm',
-		label: 'vLLM',
-		imgUrl: vllmUrl,
-		tags: ['LLM Monitoring'],
-		module: 'metrics',
-		relatedSearchKeywords: [
-			'inference server',
-			'kv cache',
-			'llm',
-			'llm monitoring',
-			'metrics',
-			'monitoring',
-			'observability',
-			'time to first token',
-			'token throughput',
-			'vllm',
-		],
-		id: 'vllm',
-		link: '/docs/vllm-observability/',
-	},
-	{
-		dataSource: 'sglang',
-		label: 'SGLang',
-		imgUrl: sglangUrl,
-		tags: ['LLM Monitoring'],
-		module: 'metrics',
-		relatedSearchKeywords: [
-			'inference server',
-			'kv cache',
-			'llm',
-			'llm monitoring',
-			'metrics',
-			'monitoring',
-			'observability',
-			'sglang',
-			'time to first token',
-			'token throughput',
-		],
-		id: 'sglang',
-		link: '/docs/sglang-observability/',
-	},
-	{
-		dataSource: 'karpenter',
-		label: 'Karpenter',
-		imgUrl: karpenterUrl,
-		tags: ['infrastructure monitoring', 'metrics'],
-		module: 'metrics',
-		relatedSearchKeywords: [
-			'autoscaling',
-			'disruption',
-			'karpenter',
-			'karpenter metrics',
-			'kubernetes',
-			'metrics',
-			'monitoring',
-			'node provisioning',
-			'observability',
-			'opentelemetry karpenter',
-			'prometheus',
-		],
-		id: 'karpenter',
-		link: '/docs/metrics-management/opentelemetry-karpenter-metrics/',
-	},
-	{
-		dataSource: 'podman',
-		label: 'Podman',
-		imgUrl: podmanUrl,
-		tags: ['infrastructure monitoring', 'metrics'],
-		module: 'metrics',
-		relatedSearchKeywords: [
-			'container metrics',
-			'containers',
-			'metrics',
-			'monitoring',
-			'observability',
-			'opentelemetry podman',
-			'podman',
-			'podman metrics',
-		],
-		id: 'podman',
-		link: '/docs/metrics-management/opentelemetry-podman-metrics/',
-	},
-	{
-		dataSource: 'emqx',
-		label: 'EMQX',
-		imgUrl: emqxUrl,
-		tags: ['Messaging Queues', 'metrics'],
-		module: 'metrics',
-		relatedSearchKeywords: [
-			'broker',
-			'emqx',
-			'emqx metrics',
-			'iot',
-			'messaging queues',
-			'metrics',
-			'monitoring',
-			'mqtt',
-			'observability',
-			'opentelemetry emqx',
-		],
-		id: 'emqx',
-		link: '/docs/integrations/opentelemetry-emqx/',
-	},
-	{
-		dataSource: 'aws-rds-aurora',
-		label: 'AWS RDS Aurora',
-		imgUrl: auroraUrl,
-		tags: ['AWS', 'database'],
-		module: 'metrics',
-		relatedSearchKeywords: [
-			'aurora',
-			'aurora mysql',
-			'aurora postgresql',
-			'aws',
-			'cloudwatch',
-			'database',
-			'metrics',
-			'monitoring',
-			'observability',
-			'rds',
-			'rds aurora',
-		],
-		id: 'aws-rds-aurora',
-		link: '/docs/integrations/aws-rds-aurora/',
-	},
-	{
-		dataSource: 'gcp-cloud-storage',
-		label: 'GCP Cloud Storage',
-		imgUrl: gcpCloudStorageUrl,
-		tags: ['GCP'],
-		module: 'dashboards',
-		relatedSearchKeywords: [
-			'bucket',
-			'cloud storage',
-			'gcp',
-			'gcp cloud storage',
-			'gcp integration',
-			'gcs',
-			'google cloud',
-			'metrics',
-			'monitoring',
-			'object storage',
-			'observability',
-		],
-		id: 'gcp-cloud-storage',
-		link: '/integrations/gcp?service=cloudstorage',
-		internalRedirect: true,
-	},
-	{
-		dataSource: 'aws-lambda-microvms',
-		label: 'AWS Lambda MicroVMs',
-		imgUrl: lambdaUrl,
-		tags: ['AWS'],
-		module: 'metrics',
-		relatedSearchKeywords: [
-			'aws',
-			'lambda',
-			'lambda microvms',
-			'logs',
-			'metrics',
-			'microvm',
-			'monitoring',
-			'observability',
-			'opentelemetry collector',
-			'serverless',
-			'traces',
-		],
-		id: 'aws-lambda-microvms',
-		link: '/docs/aws-monitoring/lambda-microvms/',
-	},
 ];
 export default onboardingConfigWithLinks;

frontend/src/lib/newQueryBuilder/queryBuilderMappers/mapQueryDataFromApi.ts

@@ -30,10 +30,7 @@ const mapQueryFromV5 = (compositeQuery: ICompositeMetricQuery): Query => {
 	> = {};
 	const builderQueryTypes: Record<
 		string,
-		| 'builder_query'
-		| 'builder_ai_query'
-		| 'builder_formula'
-		| 'builder_trace_operator'
+		'builder_query' | 'builder_formula' | 'builder_trace_operator'
 	> = {};
 	const promQueries: IPromQLQuery[] = [];
 	const clickhouseQueries: IClickHouseQuery[] = [];
@@ -47,14 +44,6 @@ const mapQueryFromV5 = (compositeQuery: ICompositeMetricQuery): Query => {
 				);
 				builderQueryTypes[spec.name] = 'builder_query';
 			}
-		} else if (q.type === 'builder_ai_query') {
-			if (spec.name) {
-				builderQueries[spec.name] = {
-					...convertBuilderQueryToIBuilderQuery(spec as BuilderQuery),
-					builderQueryType: 'builder_ai_query',
-				};
-				builderQueryTypes[spec.name] = 'builder_ai_query';
-			}
 		} else if (q.type === 'builder_formula') {
 			if (spec.name) {
 				builderQueries[spec.name] = convertQueryBuilderFormulaToIBuilderFormula(

frontend/src/lib/newQueryBuilder/transformQueryBuilderDataModel.ts

@@ -15,10 +15,7 @@ export const transformQueryBuilderDataModel = (
 	data: BuilderQueryDataResourse,
 	queryTypes?: Record<
 		string,
-		| 'builder_query'
-		| 'builder_ai_query'
-		| 'builder_formula'
-		| 'builder_trace_operator'
+		'builder_query' | 'builder_formula' | 'builder_trace_operator'
 	>,
 ): QueryBuilderData => {
 	const queryData: QueryBuilderData['queryData'] = [];

frontend/src/pages/DashboardPage/DashboardContainer/DashboardSettings/Variables/utils/applyVariableToPanelsPatch.ts

@@ -1,7 +1,3 @@
-import {
-	isBuilderEnvelope,
-	isBuilderPluginKind,
-} from '../../../queryV5/builderEnvelope';
 import type {
 	DashboardtypesDashboardSpecDTOPanels,
 	DashboardtypesQueryDTO,
@@ -24,13 +20,15 @@ function forEachBuilderSpec(
 	}
 	if (plugin.kind === 'signoz/CompositeQuery') {
 		const composite = plugin.spec as Querybuildertypesv5CompositeQueryDTO;
-		(composite.queries ?? []).filter(isBuilderEnvelope).forEach((envelope) => {
-			const { spec } = envelope as Querybuildertypesv5QueryEnvelopeBuilderDTO;
-			if (spec) {
-				fn(spec as Querybuildertypesv5BuilderQuerySpecDTO);
-			}
-		});
-	} else if (isBuilderPluginKind(plugin.kind)) {
+		(composite.queries ?? [])
+			.filter((envelope) => envelope.type === 'builder_query')
+			.forEach((envelope) => {
+				const { spec } = envelope as Querybuildertypesv5QueryEnvelopeBuilderDTO;
+				if (spec) {
+					fn(spec as Querybuildertypesv5BuilderQuerySpecDTO);
+				}
+			});
+	} else if (plugin.kind === 'signoz/BuilderQuery') {
 		fn(plugin.spec as Querybuildertypesv5BuilderQuerySpecDTO);
 	}
 }

frontend/src/pages/DashboardPage/DashboardContainer/DashboardSettings/Variables/utils/variableUsages.ts

@@ -11,7 +11,6 @@ import {
 	textContainsVariableReference,
 } from 'lib/dashboardVariables/variableReference';
 
-import { isBuilderEnvelope } from '../../../queryV5/builderEnvelope';
 import { toQueryEnvelopes } from '../../../queryV5/buildQueryRangeRequest';
 import { getTextPanelBody } from './getTextPanelBody';
 import { dtoToFormModel } from '../variableAdapters';
@@ -55,7 +54,7 @@ function envelopeReferenceText(
 	const spec = envelope.spec as
 		| { query?: string; filter?: { expression?: string } }
 		| undefined;
-	if (isBuilderEnvelope(envelope)) {
+	if (envelope.type === 'builder_query') {
 		const text = spec?.filter?.expression;
 		return typeof text === 'string' ? { kind: 'builder', text } : null;
 	}
@@ -233,7 +232,7 @@ export function findApplyUsages(
 				});
 			};
 
-			if (isBuilderEnvelope(envelope)) {
+			if (envelope.type === 'builder_query') {
 				const spec = envelope.spec as
 					| { filter?: { expression?: string } }
 					| undefined;
@@ -295,7 +294,7 @@ export function isVariableAppliedToAllPanels(
 			return true;
 		}
 		return toQueryEnvelopes(queries).every((envelope) => {
-			if (isBuilderEnvelope(envelope)) {
+			if (envelope.type === 'builder_query') {
 				const spec = envelope.spec as
 					| { filter?: { expression?: string } }
 					| undefined;

frontend/src/pages/DashboardPage/DashboardContainer/Panels/utils/getBuilderQueries.ts

@@ -4,11 +4,6 @@ import type {
 } from 'api/generated/services/sigNoz.schemas';
 import type { BuilderQuery } from 'types/api/v5/queryRange';
 
-import {
-	isBuilderEnvelope,
-	isBuilderPluginKind,
-} from '../../queryV5/builderEnvelope';
-
 /**
  * Flattens a panel's queries into its builder queries, unwrapping
  * `CompositeQuery` envelopes. Non-builder kinds (PromQL, ClickHouseSQL, Formula,
@@ -21,13 +16,13 @@ export function getBuilderQueries(
 	const flattened: BuilderQuery[] = [];
 	queries.forEach((envelope) => {
 		const plugin = envelope.spec.plugin;
-		if (isBuilderPluginKind(plugin.kind)) {
+		if (plugin.kind === 'signoz/BuilderQuery') {
 			flattened.push(plugin.spec as BuilderQuery);
 			return;
 		}
 		if (plugin.kind === 'signoz/CompositeQuery') {
 			(plugin.spec.queries || []).forEach((sub) => {
-				if (isBuilderEnvelope(sub)) {
+				if (sub.type === 'builder_query') {
 					flattened.push(sub.spec as BuilderQuery);
 				}
 			});

frontend/src/pages/DashboardPage/DashboardContainer/PanelsAndSectionsLayout/Panel/PanelActionsMenu/usePanelActionItems.tsx

@@ -28,17 +28,12 @@ import { useViewPanel } from '../hooks/useViewPanel';
 import { buildMoveItems } from '../utils/buildMoveItems';
 import MenuActionItem from '../../../components/MenuActionItem/MenuActionItem';
 import type { BrandedPermission } from 'lib/authz/hooks/useAuthZ/types';
-import { isAIBuilderEnvelope } from '../../../queryV5/builderEnvelope';
-import { toQueryEnvelopes } from '../../../queryV5/buildQueryRangeRequest';
 import { useDashboardEditContext } from '../../../hooks/useDashboardEditContext';
 
 // Stable fallback so renders without layout context don't churn the mutation
 // hooks' deps (a fresh [] each render would re-create their callbacks).
 const EMPTY_SECTIONS: DashboardSection[] = [];
 
-// TODO(@tewarig): drop each block as its surface gains AI query builder support.
-const AI_PANEL_REASON = 'Not available for AI Query Builder panels yet';
-
 interface UsePanelActionItemsArgs {
 	panelId: string;
 	/** The panel itself — seeds "Create Alerts" and the download filename. */
@@ -68,10 +63,6 @@ export function usePanelActionItems({
 	panelActions,
 }: UsePanelActionItemsArgs): PanelActionItems {
 	const panelKind = panel.spec.plugin.kind;
-	// The alert builder, panel editor and view modal have no AI query mode to open on.
-	const isAIPanel = toQueryEnvelopes(panel.spec.queries).some(
-		isAIBuilderEnvelope,
-	);
 	const { isEditable, editChecks, editDisabledTooltip } =
 		useDashboardEditContext();
 	const openPanelEditor = useOpenPanelEditor();
@@ -112,17 +103,13 @@ export function usePanelActionItems({
 		const row = (
 			text: string,
 			icon: ReactElement,
-			opts: {
-				checks?: BrandedPermission[];
-				destructive?: boolean;
-				disabledTooltip?: string;
-			} = {},
+			opts: { checks?: BrandedPermission[]; destructive?: boolean } = {},
 		): ReactNode => (
 			<MenuActionItem
 				label={text}
 				icon={icon}
 				checks={opts.checks ?? editChecks}
-				disabledTooltip={opts.disabledTooltip ?? editDisabledTooltip}
+				disabledTooltip={editDisabledTooltip}
 				destructive={opts.destructive}
 			/>
 		);
@@ -131,21 +118,15 @@ export function usePanelActionItems({
 		if (panelCapabilities.view) {
 			panelGroup.push({
 				key: 'view-panel',
-				label: row('View', <Fullscreen size={14} />, {
-					checks: [],
-					disabledTooltip: isAIPanel ? AI_PANEL_REASON : undefined,
-				}),
-				disabled: isAIPanel,
+				label: row('View', <Fullscreen size={14} />, { checks: [] }),
 				onClick: (): void => openView(panelId, panel),
 			});
 		}
 		if (panelCapabilities.edit) {
 			panelGroup.push({
 				key: 'edit-panel',
-				label: row('Edit panel', <PenLine size={14} />, {
-					disabledTooltip: isAIPanel ? AI_PANEL_REASON : undefined,
-				}),
-				disabled: !isEditable || isAIPanel,
+				label: row('Edit panel', <PenLine size={14} />),
+				disabled: !isEditable,
 				onClick: (): void => openPanelEditor(panelId, { panel }),
 			});
 		}
@@ -176,15 +157,7 @@ export function usePanelActionItems({
 		if (panelCapabilities.createAlert) {
 			dataGroup.push({
 				key: 'create-alert',
-				label: (
-					<MenuActionItem
-						label="Create Alerts"
-						icon={<Bell size={14} />}
-						checks={[]}
-						disabledTooltip={isAIPanel ? AI_PANEL_REASON : undefined}
-					/>
-				),
-				disabled: isAIPanel,
+				label: row('Create Alerts', <Bell size={14} />, { checks: [] }),
 				onClick: (): void => createAlert(panel, panelId),
 			});
 		}
@@ -224,7 +197,6 @@ export function usePanelActionItems({
 		editChecks,
 		editDisabledTooltip,
 		panelCapabilities,
-		isAIPanel,
 		panel,
 		panelActions,
 		sections,

frontend/src/pages/DashboardPage/DashboardContainer/queryV5/__tests__/buildQueryRangeRequest.test.ts

@@ -104,23 +104,6 @@ describe('toQueryEnvelopes', () => {
 		);
 	});
 
-	it('wraps a bare AI builder plugin as a builder_ai_query envelope', () => {
-		const ai = [
-			{
-				kind: 'TimeSeriesQuery',
-				spec: {
-					plugin: {
-						kind: 'signoz/AIBuilderQuery',
-						spec: { name: 'A', signal: 'traces' },
-					},
-				},
-			},
-		] as unknown as DashboardtypesQueryDTO[];
-		expect(toQueryEnvelopes(ai)).toStrictEqual([
-			{ type: 'builder_ai_query', spec: { name: 'A', signal: 'traces' } },
-		]);
-	});
-
 	it('wraps PromQL and ClickHouse plugins with their envelope types', () => {
 		const prom = [
 			{

frontend/src/pages/DashboardPage/DashboardContainer/queryV5/__tests__/builderEnvelope.test.ts

@@ -1,58 +0,0 @@
-import type { Querybuildertypesv5QueryEnvelopeDTO } from 'api/generated/services/sigNoz.schemas';
-
-import {
-	isAIBuilderEnvelope,
-	isBuilderEnvelope,
-	isBuilderPluginKind,
-} from '../builderEnvelope';
-
-// Only `type` is read; the generated envelope union erases spec to unknown anyway.
-const envelope = (type: string): Querybuildertypesv5QueryEnvelopeDTO =>
-	({ type, spec: {} }) as unknown as Querybuildertypesv5QueryEnvelopeDTO;
-
-describe('builder envelope predicates', () => {
-	describe('isBuilderEnvelope', () => {
-		it.each(['builder_query', 'builder_ai_query'])(
-			'accepts %s — both carry a builder query spec',
-			(type) => {
-				expect(isBuilderEnvelope(envelope(type))).toBe(true);
-			},
-		);
-
-		// Formula and TraceOperator carry no signal and reference other queries by name.
-		it.each([
-			'builder_formula',
-			'builder_trace_operator',
-			'promql',
-			'clickhouse_sql',
-		])('rejects %s', (type) => {
-			expect(isBuilderEnvelope(envelope(type))).toBe(false);
-		});
-	});
-
-	describe('isAIBuilderEnvelope', () => {
-		it('accepts builder_ai_query', () => {
-			expect(isAIBuilderEnvelope(envelope('builder_ai_query'))).toBe(true);
-		});
-
-		it('rejects builder_query, which is the whole point of the narrower check', () => {
-			expect(isAIBuilderEnvelope(envelope('builder_query'))).toBe(false);
-		});
-	});
-
-	describe('isBuilderPluginKind', () => {
-		it.each(['signoz/BuilderQuery', 'signoz/AIBuilderQuery'])(
-			'accepts %s — both wrap a builder query spec directly',
-			(kind) => {
-				expect(isBuilderPluginKind(kind)).toBe(true);
-			},
-		);
-
-		it.each(['signoz/CompositeQuery', 'signoz/PromQLQuery'])(
-			'rejects %s',
-			(kind) => {
-				expect(isBuilderPluginKind(kind)).toBe(false);
-			},
-		);
-	});
-});

frontend/src/pages/DashboardPage/DashboardContainer/queryV5/__tests__/persesQueryAdapters.test.ts

@@ -2,11 +2,7 @@ import type {
 	DashboardtypesQueryDTO,
 	Querybuildertypesv5QueryEnvelopeDTO,
 } from 'api/generated/services/sigNoz.schemas';
-import {
-	initialQueriesMap,
-	initialQueryAIWithType,
-	PANEL_TYPES,
-} from 'constants/queryBuilder';
+import { initialQueriesMap, PANEL_TYPES } from 'constants/queryBuilder';
 import type { Query } from 'types/api/queryBuilder/queryBuilderData';
 import { EQueryType } from 'types/common/dashboard';
 import { DataSource } from 'types/common/queryBuilder';
@@ -197,24 +193,6 @@ describe('persesQueryAdapters', () => {
 			);
 		});
 
-		it('emits a bare signoz/AIBuilderQuery for an AI List panel', () => {
-			const result = toPerses(initialQueryAIWithType, PANEL_TYPES.LIST);
-
-			expect(result).toHaveLength(1);
-			expect(result[0].spec.plugin.kind).toBe('signoz/AIBuilderQuery');
-		});
-
-		// List rejects CompositeQuery backend-side, so the plugin kind is the only place
-		// the AI-ness can survive a save.
-		it('preserves an AI List query through toPerses → fromPerses', () => {
-			const perses = toPerses(initialQueryAIWithType, PANEL_TYPES.LIST);
-			const restored = fromPerses(perses, PANEL_TYPES.LIST);
-
-			expect(restored.builder.queryData[0].builderQueryType).toBe(
-				'builder_ai_query',
-			);
-		});
-
 		it('preserves a List builder query through toPerses → fromPerses', () => {
 			const original: Query = initialQueriesMap[DataSource.LOGS];
 

frontend/src/pages/DashboardPage/DashboardContainer/queryV5/buildQueryRangeRequest.ts

@@ -11,14 +11,12 @@ import type {
 } from 'api/generated/services/sigNoz.schemas';
 import {
 	Querybuildertypesv5OrderDirectionDTO,
-	Querybuildertypesv5QueryEnvelopeBuilderAIDTOType,
 	Querybuildertypesv5QueryEnvelopeBuilderDTOType,
 	Querybuildertypesv5QueryEnvelopeClickHouseSQLDTOType,
 	Querybuildertypesv5QueryEnvelopePromQLDTOType,
 } from 'api/generated/services/sigNoz.schemas';
 
 import type { PanelQueryCapabilities } from '../Panels/types/panelCapabilities';
-import { isBuilderEnvelope } from './builderEnvelope';
 
 // Narrow view over the envelope spec variants. Orval erases envelope `spec` to `unknown`, so
 // shared fields are read through this view with a localized cast at the envelope boundary.
@@ -60,14 +58,6 @@ export function toQueryEnvelopes(
 					spec: plugin.spec as Querybuildertypesv5BuilderQuerySpecDTO,
 				},
 			];
-		case 'signoz/AIBuilderQuery':
-			// Same wire shape; the widening is only orval's separate `signal` enum, which TS treats nominally.
-			return [
-				{
-					type: Querybuildertypesv5QueryEnvelopeBuilderAIDTOType.builder_ai_query,
-					spec: plugin.spec,
-				} as unknown as Querybuildertypesv5QueryEnvelopeDTO,
-			];
 		case 'signoz/PromQLQuery':
 			return [
 				{
@@ -135,10 +125,13 @@ function withBarStepInterval(
 ): Querybuildertypesv5QueryEnvelopeDTO[] {
 	const stepInterval = getBarStepIntervalSeconds(startMs, endMs);
 	return envelopes.map((envelope) => {
-		if (!isBuilderEnvelope(envelope)) {
+		if (
+			envelope.type !==
+			Querybuildertypesv5QueryEnvelopeBuilderDTOType.builder_query
+		) {
 			return envelope;
 		}
-		if ((envelope.spec as QuerySpecView | undefined)?.stepInterval) {
+		if (envelope.spec?.stepInterval) {
 			return envelope;
 		}
 		return {
@@ -146,8 +139,8 @@ function withBarStepInterval(
 			spec: {
 				...envelope.spec,
 				stepInterval,
-			},
-		} as Querybuildertypesv5QueryEnvelopeDTO;
+			} as Querybuildertypesv5BuilderQuerySpecDTO,
+		};
 	});
 }
 
@@ -160,7 +153,10 @@ function withListOrderTiebreaker(
 	envelopes: Querybuildertypesv5QueryEnvelopeDTO[],
 ): Querybuildertypesv5QueryEnvelopeDTO[] {
 	return envelopes.map((envelope) => {
-		if (!isBuilderEnvelope(envelope)) {
+		if (
+			envelope.type !==
+			Querybuildertypesv5QueryEnvelopeBuilderDTOType.builder_query
+		) {
 			return envelope;
 		}
 		const spec = envelope.spec as QuerySpecView;
@@ -185,8 +181,8 @@ function withListOrderTiebreaker(
 					...primary,
 					{ key: { name: 'id' }, direction: primary[0].direction },
 				],
-			},
-		} as Querybuildertypesv5QueryEnvelopeDTO;
+			} as Querybuildertypesv5BuilderQuerySpecDTO,
+		};
 	});
 }
 
@@ -199,7 +195,10 @@ function withPagination(
 	{ offset, limit }: { offset: number; limit: number },
 ): Querybuildertypesv5QueryEnvelopeDTO[] {
 	return envelopes.map((envelope) => {
-		if (!isBuilderEnvelope(envelope)) {
+		if (
+			envelope.type !==
+			Querybuildertypesv5QueryEnvelopeBuilderDTOType.builder_query
+		) {
 			return envelope;
 		}
 		return {
@@ -208,8 +207,8 @@ function withPagination(
 				...envelope.spec,
 				offset,
 				limit,
-			},
-		} as Querybuildertypesv5QueryEnvelopeDTO;
+			} as Querybuildertypesv5BuilderQuerySpecDTO,
+		};
 	});
 }
 
@@ -302,7 +301,11 @@ export function hasRunnableQueries(queries: DashboardtypesQueryDTO[]): boolean {
 	}
 
 	const metricsSpecs = envelopes
-		.filter(isBuilderEnvelope)
+		.filter(
+			(envelope) =>
+				envelope.type ===
+				Querybuildertypesv5QueryEnvelopeBuilderDTOType.builder_query,
+		)
 		.map((envelope) => envelope.spec as QuerySpecView)
 		.filter((spec) => spec.signal === 'metrics');
 

frontend/src/pages/DashboardPage/DashboardContainer/queryV5/builderEnvelope.ts

@@ -1,35 +0,0 @@
-import type { Querybuildertypesv5QueryEnvelopeDTO } from 'api/generated/services/sigNoz.schemas';
-import {
-	DashboardtypesQueryPluginKindDTO,
-	Querybuildertypesv5QueryEnvelopeBuilderAIDTOType,
-	Querybuildertypesv5QueryEnvelopeBuilderDTOType,
-} from 'api/generated/services/sigNoz.schemas';
-
-const BUILDER_ENVELOPE_TYPES: string[] = [
-	Querybuildertypesv5QueryEnvelopeBuilderDTOType.builder_query,
-	Querybuildertypesv5QueryEnvelopeBuilderAIDTOType.builder_ai_query,
-];
-
-export function isBuilderEnvelope(
-	envelope: Querybuildertypesv5QueryEnvelopeDTO,
-): boolean {
-	return BUILDER_ENVELOPE_TYPES.includes(envelope.type);
-}
-
-export function isAIBuilderEnvelope(
-	envelope: Querybuildertypesv5QueryEnvelopeDTO,
-): boolean {
-	return (
-		envelope.type ===
-		Querybuildertypesv5QueryEnvelopeBuilderAIDTOType.builder_ai_query
-	);
-}
-
-const BUILDER_PLUGIN_KINDS: string[] = [
-	DashboardtypesQueryPluginKindDTO['signoz/BuilderQuery'],
-	DashboardtypesQueryPluginKindDTO['signoz/AIBuilderQuery'],
-];
-
-export function isBuilderPluginKind(kind: string): boolean {
-	return BUILDER_PLUGIN_KINDS.includes(kind);
-}

frontend/src/pages/DashboardPage/DashboardContainer/queryV5/persesQueryAdapters.ts

@@ -1,14 +1,13 @@
 import type {
-	DashboardtypesAIBuilderQuerySpecDTO,
 	DashboardtypesBuilderQuerySpecDTO,
 	DashboardtypesQueryDTO,
 	Querybuildertypesv5CompositeQueryDTO,
 	Querybuildertypesv5QueryEnvelopeDTO,
 } from 'api/generated/services/sigNoz.schemas';
 import {
-	DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesAIBuilderQuerySpecDTOKind as AIBuilderQueryPluginKind,
 	DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesBuilderQuerySpecDTOKind as BuilderQueryPluginKind,
 	DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5CompositeQueryDTOKind as CompositeQueryPluginKind,
+	Querybuildertypesv5QueryEnvelopeBuilderDTOType,
 	Querybuildertypesv5QueryEnvelopeClickHouseSQLDTOType,
 	Querybuildertypesv5QueryEnvelopePromQLDTOType,
 	Querybuildertypesv5RequestTypeDTO,
@@ -22,7 +21,6 @@ import type { QueryEnvelope } from 'types/api/v5/queryRange';
 import { EQueryType } from 'types/common/dashboard';
 import { DataSource } from 'types/common/queryBuilder';
 
-import { isAIBuilderEnvelope, isBuilderEnvelope } from './builderEnvelope';
 import { toQueryEnvelopes } from './buildQueryRangeRequest';
 
 /**
@@ -46,6 +44,11 @@ const toGeneratedEnvelopes = (
 ): Querybuildertypesv5QueryEnvelopeDTO[] =>
 	envelopes as unknown as Querybuildertypesv5QueryEnvelopeDTO[];
 
+const isBuilderQueryEnvelope = (
+	envelope: Querybuildertypesv5QueryEnvelopeDTO,
+): boolean =>
+	envelope.type === Querybuildertypesv5QueryEnvelopeBuilderDTOType.builder_query;
+
 /**
  * Clears the V1 explorer's `pageSize`/`offset` before conversion — the shared mapper folds
  * `pageSize` into the V5 `limit`, which usePanelQuery would read as a user cap and hide the
@@ -153,9 +156,8 @@ export function fromPerses(
 /**
  * V1 `Query` → perses panel queries (to write the builder result back to the editor
  * draft). Wrapped in a single `signoz/CompositeQuery` to satisfy the
- * `panel.queries.length === 1` invariant. Exception: List rejects `signoz/CompositeQuery`
- * backend-side, so it emits its one builder query as the bare plugin matching the query's
- * own kind — a bare plugin carries no envelope `type`, so the kind is what preserves it.
+ * `panel.queries.length === 1` invariant. Exception: List emits its one builder query
+ * as a bare `signoz/BuilderQuery` because the backend rejects a `signoz/CompositeQuery`.
  */
 export function toPerses(
 	query: Query,
@@ -169,24 +171,21 @@ export function toPerses(
 	const envelopes = toGeneratedEnvelopes(composite.queries ?? []);
 
 	if (panelType === PANEL_TYPES.LIST) {
-		const builder = envelopes.find(isBuilderEnvelope);
+		const builder = envelopes.find(isBuilderQueryEnvelope);
 		if (!builder) {
 			return [];
 		}
-		// Envelope `spec` is undiscriminated, so narrow it to the spec its plugin kind declares.
-		const plugin = isAIBuilderEnvelope(builder)
-			? {
-					kind: AIBuilderQueryPluginKind['signoz/AIBuilderQuery'],
-					spec: builder.spec as unknown as DashboardtypesAIBuilderQuerySpecDTO,
-				}
-			: {
-					kind: BuilderQueryPluginKind['signoz/BuilderQuery'],
-					spec: builder.spec as DashboardtypesBuilderQuerySpecDTO,
-				};
 		return [
 			{
 				kind: panelTypeToRequestType(panelType),
-				spec: { plugin },
+				spec: {
+					plugin: {
+						kind: BuilderQueryPluginKind['signoz/BuilderQuery'],
+						// The generated envelope union doesn't discriminate `spec` by `type`, so
+						// narrow the filtered builder query to the dashboard builder spec.
+						spec: builder.spec as DashboardtypesBuilderQuerySpecDTO,
+					},
+				},
 			},
 		];
 	}

frontend/src/pages/DashboardPage/DashboardContainer/queryV5/prepareScalarTables.ts

@@ -3,9 +3,10 @@ import type {
 	Querybuildertypesv5QueryRangeRequestDTO,
 	Querybuildertypesv5ScalarDataDTO,
 } from 'api/generated/services/sigNoz.schemas';
-import { Querybuildertypesv5QueryEnvelopeClickHouseSQLDTOType } from 'api/generated/services/sigNoz.schemas';
-
-import { isBuilderEnvelope } from './builderEnvelope';
+import {
+	Querybuildertypesv5QueryEnvelopeBuilderDTOType,
+	Querybuildertypesv5QueryEnvelopeClickHouseSQLDTOType,
+} from 'api/generated/services/sigNoz.schemas';
 
 import type { PanelTable, PanelTableColumn } from './types';
 
@@ -27,12 +28,13 @@ export function extractAggregationsPerQuery(
 ): AggregationsPerQuery {
 	const perQuery: AggregationsPerQuery = {};
 	(requestPayload?.compositeQuery?.queries ?? []).forEach((envelope) => {
-		if (!isBuilderEnvelope(envelope)) {
+		if (
+			envelope.type !==
+			Querybuildertypesv5QueryEnvelopeBuilderDTOType.builder_query
+		) {
 			return;
 		}
-		const spec = envelope.spec as
-			| { name?: string; aggregations?: unknown }
-			| undefined;
+		const spec = envelope.spec;
 		if (spec?.name && spec.aggregations) {
 			perQuery[spec.name] = spec.aggregations as AggregationView[];
 		}

frontend/src/pages/DashboardPage/PanelEditorPage/stories/PanelEditorPage.stories.tsx

@@ -67,8 +67,6 @@ export const NoPreviewData: Story = {
 /** The editor remains usable while the independently fetched preview has failed. */
 export const PreviewQueryError: Story = {
 	args: { dataState: 'error' },
-	// The mocked queries deliberately fail; the resulting console errors are the state under test.
-	parameters: { allowConsoleErrors: true },
 };
 
 /** A locked dashboard: the editor still opens, but it cannot save. */

frontend/src/pages/DashboardPage/stories/DashboardPage.stories.tsx

@@ -91,8 +91,6 @@ export const NoData: Story = {
 /** A partial data failure: the dashboard remains visible while panel queries fail. */
 export const PanelQueryError: Story = {
 	args: { dataState: 'error' },
-	// The mocked queries deliberately fail; the resulting console errors are the state under test.
-	parameters: { allowConsoleErrors: true },
 };
 
 /** The panels mid-fetch, with the header, variable bar and grid already laid out. */

frontend/src/pages/MessagingQueues/stories/MessagingQueues.stories.tsx

@@ -1,5 +1,5 @@
 import type { Meta, StoryObj } from '@storybook/react-vite';
-import { expect, screen, userEvent, waitFor, within } from 'storybook/test';
+import { screen, userEvent, within } from 'storybook/test';
 
 import { storyMocks } from '@/storybook/controls/defineStoryMocks';
 import type { PageStoryArgs } from '@/storybook/runtime/resolveStory';
@@ -56,18 +56,13 @@ export const ConfigurationChecklist: Story = {
 
 		// The button reads plain "Configuration" while the checks are in flight and
 		// ignores clicks until they land, so the count is what to wait on.
-		const button = await canvas.findByRole(
-			'button',
-			{ name: /missing configuration/i },
-			untilLoaded,
+		await userEvent.click(
+			await canvas.findByRole(
+				'button',
+				{ name: /missing configuration/i },
+				untilLoaded,
+			),
 		);
-		// The count shows once any one check lands; the button stays loading, and
-		// ignores clicks, until all three have.
-		await waitFor(
-			() => expect(button).not.toHaveClass('ant-btn-loading'),
-			untilLoaded,
-		);
-		await userEvent.click(button);
 		// The modal header and its title both carry the text.
 		await screen.findAllByText(
 			'Kafka Service Attributes',

frontend/src/pages/Settings/Billing/stories/Billing.stories.tsx

@@ -170,6 +170,4 @@ export const Loading: Story = {
 /** Error: the usage request failed, leaving the plan card with nothing to report. */
 export const Error: Story = {
 	args: { dataState: 'error' },
-	// The mocked usage request deliberately fails; the resulting console errors are the state under test.
-	parameters: { allowConsoleErrors: true },
 };

frontend/src/pages/Settings/ServiceAccounts/stories/ServiceAccounts.stories.tsx

@@ -106,11 +106,7 @@ export const SearchNoResults: Story = {
 
 /** Error: the list request failed while the rest of the settings shell stays usable. */
 export const LoadError: Story = {
-	// The deliberate 500 is the state under test.
-	parameters: {
-		msw: { handlers: [accountsLoadError] },
-		allowConsoleErrors: true,
-	},
+	parameters: { msw: { handlers: [accountsLoadError] } },
 };
 
 /** An account opened up: the name and the roles it acts under. */

frontend/src/storybook/foundations/Layering.stories.tsx

@@ -1,5 +1,12 @@
 import type { Meta, StoryObj } from '@storybook/react-vite';
-import { expect, screen, userEvent, waitFor, within } from 'storybook/test';
+import {
+	expect,
+	screen,
+	userEvent,
+	waitFor,
+	waitForElementToBeRemoved,
+	within,
+} from 'storybook/test';
 
 import LayeringFixture from './LayeringFixture';
 
@@ -46,9 +53,7 @@ export const SelectOverDrawer: Story = {
 		const drawer = await screen.findByRole('dialog', { name: 'Layering drawer' });
 
 		await userEvent.keyboard('{Escape}');
-		// The close can finish before this runs, which `waitForElementToBeRemoved`
-		// rejects instead of passing.
-		await waitFor(() => expect(drawer).not.toBeInTheDocument());
+		await waitForElementToBeRemoved(drawer);
 		await userEvent.click(trigger);
 		await userEvent.click(
 			await screen.findByRole('combobox', { name: 'Drawer environment' }),

pkg/tokenizer/opaquetokenizer/provider.go

@@ -364,12 +364,26 @@ func (provider *provider) gc(ctx context.Context, org *types.Organization) error
 }
 
 func (provider *provider) flushLastObservedAt(ctx context.Context, org *types.Organization) error {
-	accessTokenToLastObservedAt, err := provider.listLastObservedAtDesc(ctx, org.ID)
+	tokens, err := provider.tokenStore.ListByOrgID(ctx, org.ID)
 	if err != nil {
 		return err
 	}
 
-	if err := provider.tokenStore.UpdateLastObservedAtByAccessToken(ctx, accessTokenToLastObservedAt); err != nil {
+	observedTokens := make([]*authtypes.StorableToken, 0, len(tokens))
+	for _, token := range tokens {
+		cachedLastObservedAt, ok := provider.lastObservedAtCache.Get(lastObservedAtCacheKey(token.AccessToken, token.UserID))
+		if !ok {
+			continue
+		}
+
+		if err := token.UpdateLastObservedAt(cachedLastObservedAt); err != nil {
+			continue
+		}
+
+		observedTokens = append(observedTokens, token)
+	}
+
+	if err := provider.tokenStore.UpdateLastObservedAt(ctx, observedTokens); err != nil {
 		return err
 	}
 

pkg/tokenizer/tokenizerstore/sqltokenizerstore/store.go

@@ -232,15 +232,16 @@ func (store *store) ListByUserID(ctx context.Context, userID valuer.UUID) ([]*au
 	return tokens, nil
 }
 
-func (store *store) UpdateLastObservedAtByAccessToken(ctx context.Context, accessTokenToLastObservedAt []map[string]any) error {
-	if len(accessTokenToLastObservedAt) == 0 {
+func (store *store) UpdateLastObservedAt(ctx context.Context, tokens []*authtypes.StorableToken) error {
+	if len(tokens) == 0 {
 		return nil
 	}
 
 	values := store.
 		sqlstore.
 		BunDBCtx(ctx).
-		NewValues(&accessTokenToLastObservedAt)
+		NewValues(&tokens).
+		Column("id", "last_observed_at", "updated_at")
 
 	_, err := store.
 		sqlstore.
@@ -250,8 +251,8 @@ func (store *store) UpdateLastObservedAtByAccessToken(ctx context.Context, acces
 		Model((*authtypes.StorableToken)(nil)).
 		TableExpr("update_cte").
 		Set("last_observed_at = update_cte.last_observed_at").
-		Where("auth_token.access_token = update_cte.access_token").
-		Where("auth_token.user_id = update_cte.user_id").
+		Set("updated_at = update_cte.updated_at").
+		Where("auth_token.id = update_cte.id").
 		Exec(ctx)
 	if err != nil {
 		return err

pkg/tokenizer/tokenizerstore/sqltokenizerstore/store_test.go

@@ -0,0 +1,74 @@
+package sqltokenizerstore
+
+import (
+	"context"
+	"testing"
+	"time"
+
+	"github.com/DATA-DOG/go-sqlmock"
+	"github.com/SigNoz/signoz/pkg/sqlstore"
+	"github.com/SigNoz/signoz/pkg/sqlstore/sqlstoretest"
+	"github.com/SigNoz/signoz/pkg/types/authtypes"
+	"github.com/SigNoz/signoz/pkg/valuer"
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+)
+
+func TestUpdateLastObservedAt(t *testing.T) {
+	testCases := []struct {
+		name          string
+		provider      string
+		tokens        []*authtypes.StorableToken
+		expectedQuery string
+	}{
+		{
+			name:          "Sqlite_Empty",
+			provider:      "sqlite",
+			tokens:        nil,
+			expectedQuery: "",
+		},
+		{
+			name:          "Postgres_Empty",
+			provider:      "postgres",
+			tokens:        []*authtypes.StorableToken{},
+			expectedQuery: "",
+		},
+		{
+			name:     "Sqlite_OneToken",
+			provider: "sqlite",
+			tokens: []*authtypes.StorableToken{
+				{ID: valuer.MustNewUUID("019984d1-0000-7000-8000-000000000001"), AccessToken: "access-one", RefreshToken: "refresh-one", LastObservedAt: time.Date(2026, 9, 22, 10, 0, 0, 0, time.UTC), UpdatedAt: time.Date(2026, 9, 22, 10, 0, 1, 0, time.UTC)},
+			},
+			expectedQuery: `WITH "update_cte" ("id", "last_observed_at", "updated_at") AS (VALUES ('019984d1-0000-7000-8000-000000000001', '2026-09-22 10:00:00+00:00', '2026-09-22 10:00:01+00:00')) UPDATE "auth_token" AS "auth_token" SET last_observed_at = update_cte.last_observed_at, updated_at = update_cte.updated_at FROM update_cte WHERE (auth_token.id = update_cte.id)`,
+		},
+		{
+			name:     "Postgres_TwoTokens",
+			provider: "postgres",
+			tokens: []*authtypes.StorableToken{
+				{ID: valuer.MustNewUUID("019984d1-0000-7000-8000-000000000002"), AccessToken: "access-two", RefreshToken: "refresh-two", LastObservedAt: time.Date(2026, 9, 22, 11, 0, 0, 0, time.UTC), UpdatedAt: time.Date(2026, 9, 22, 11, 0, 1, 0, time.UTC)},
+				{ID: valuer.MustNewUUID("019984d1-0000-7000-8000-000000000003"), AccessToken: "access-three", RefreshToken: "refresh-three", LastObservedAt: time.Date(2026, 9, 22, 12, 0, 0, 0, time.UTC), UpdatedAt: time.Date(2026, 9, 22, 12, 0, 1, 0, time.UTC)},
+			},
+			expectedQuery: `WITH "update_cte" ("id", "last_observed_at", "updated_at") AS (VALUES ('019984d1-0000-7000-8000-000000000002'::text, '2026-09-22 11:00:00+00:00'::TIMESTAMPTZ, '2026-09-22 11:00:01+00:00'::TIMESTAMPTZ), ('019984d1-0000-7000-8000-000000000003'::text, '2026-09-22 12:00:00+00:00'::TIMESTAMPTZ, '2026-09-22 12:00:01+00:00'::TIMESTAMPTZ)) UPDATE "auth_token" AS "auth_token" SET last_observed_at = update_cte.last_observed_at, updated_at = update_cte.updated_at FROM update_cte WHERE (auth_token.id = update_cte.id)`,
+		},
+	}
+
+	for _, testCase := range testCases {
+		t.Run(testCase.name, func(t *testing.T) {
+			var executedQuery string
+			matcher := sqlmock.QueryMatcherFunc(func(_, actual string) error {
+				executedQuery = actual
+				return nil
+			})
+
+			sqlStore := sqlstoretest.New(sqlstore.Config{Provider: testCase.provider}, matcher)
+			if testCase.expectedQuery != "" {
+				sqlStore.Mock().ExpectExec("").WillReturnResult(sqlmock.NewResult(0, int64(len(testCase.tokens))))
+			}
+
+			err := NewStore(sqlStore).UpdateLastObservedAt(context.Background(), testCase.tokens)
+			require.NoError(t, err)
+			require.NoError(t, sqlStore.Mock().ExpectationsWereMet())
+			assert.Equal(t, testCase.expectedQuery, executedQuery)
+		})
+	}
+}

pkg/types/authtypes/token.go

@@ -258,6 +258,6 @@ type TokenStore interface {
 	// Delete a token by userID.
 	DeleteByUserID(context.Context, valuer.UUID) error
 
-	// Update last observed at by access token.
-	UpdateLastObservedAtByAccessToken(context.Context, []map[string]any) error
+	// Update last observed at of the given tokens.
+	UpdateLastObservedAt(context.Context, []*StorableToken) error
 }

pkg/types/dashboardtypes/perses_dashboard_data.go

@@ -157,7 +157,6 @@ func (d *DashboardSpec) validateQuery(qi int, q Query, panelKind PanelPluginKind
 func validateQueryAllowedForPanel(plugin QueryPlugin, allowed []QueryPluginKind, panelKind PanelPluginKind, path string) error {
 	compositeSubQueryTypeToPluginKind := map[qb.QueryType]QueryPluginKind{
 		qb.QueryTypeBuilder:       QueryKindBuilder,
-		qb.QueryTypeBuilderAI:     QueryKindAIBuilder,
 		qb.QueryTypeFormula:       QueryKindFormula,
 		qb.QueryTypeTraceOperator: QueryKindTraceOperator,
 		qb.QueryTypePromQL:        QueryKindPromQL,

pkg/types/dashboardtypes/perses_dashboard_stats_test.go

@@ -117,22 +117,6 @@ func TestNewStatsFromStorableDashboardsCountsCompositeSubQueries(t *testing.T) {
 	assert.Equal(t, int64(1), stats[statKeyPanelLogsCount])
 }
 
-// An AI builder query is always a traces query, so it counts towards traces.
-func TestNewStatsFromStorableDashboardsCountsAIBuilderQueries(t *testing.T) {
-	aiBuilder := `{
-		"kind": "time_series",
-		"spec": {"plugin": {"kind": "signoz/AIBuilderQuery", "spec": {"name": "A", "aggregations": [{"expression": "count()"}]}}}
-	}`
-	dashboard := newStatsStorableV2(t, `"p1": `+statsPanel(aiBuilder))
-
-	stats := NewStatsFromStorableDashboards([]*StorableDashboard{dashboard})
-
-	assert.Equal(t, int64(1), stats[statKeyPanelCount])
-	assert.Equal(t, int64(1), stats[statKeyPanelTracesCount])
-	assert.Equal(t, int64(0), stats[statKeyPanelMetricsCount])
-	assert.Equal(t, int64(0), stats[statKeyPanelLogsCount])
-}
-
 // promql and clickhouse queries carry no signal, so they land in the panel total
 // and nowhere else.
 func TestNewStatsFromStorableDashboardsIgnoresSignallessQueries(t *testing.T) {

pkg/types/dashboardtypes/perses_dashboard_test.go

@@ -8,7 +8,6 @@ import (
 	"testing"
 
 	"github.com/SigNoz/signoz/pkg/errors"
-	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/SigNoz/signoz/pkg/valuer"
 	"github.com/perses/spec/go/dashboard"
 	"github.com/stretchr/testify/assert"
@@ -1877,43 +1876,6 @@ func TestStorageRoundTrip(t *testing.T) {
 	assert.Contains(t, responseStr, `"operator":"above"`, "expected operator:above after storage round-trip")
 }
 
-// An AI builder query carries no signal of its own: the plugin kind implies
-// gen_ai, which only reads traces, so decode pins the signal and marshal emits it.
-func TestAIBuilderQueryStorageRoundTrip(t *testing.T) {
-	input := []byte(`{
-		"variables": [],
-		"panels": {"p1": {"kind": "Panel", "spec": {
-			"links": [],
-			"plugin": {"kind": "signoz/TimeSeriesPanel", "spec": {}},
-			"queries": [{"kind": "time_series", "spec": {"plugin": {"kind": "signoz/AIBuilderQuery", "spec": {
-				"name": "A", "aggregations": [{"expression": "count()"}]
-			}}}}]
-		}}},
-		"links": [],
-		"layouts": []
-	}`)
-
-	d, err := unmarshalDashboard(input)
-	require.NoError(t, err)
-
-	plugin := d.Panels["p1"].Spec.Queries[0].Spec.Plugin
-	assert.Equal(t, QueryKindAIBuilder, plugin.Kind)
-
-	aiSpec, ok := plugin.Spec.(*AIBuilderQuerySpec)
-	require.True(t, ok, "expected *AIBuilderQuerySpec, got %T", plugin.Spec)
-	assert.Equal(t, "A", aiSpec.Name)
-	assert.Equal(t, telemetrytypes.SignalTraces, aiSpec.Signal)
-
-	stored, err := json.Marshal(plugin)
-	require.NoError(t, err)
-	assert.Contains(t, string(stored), `"kind":"signoz/AIBuilderQuery"`)
-	assert.Contains(t, string(stored), `"signal":"traces"`)
-
-	var loaded QueryPlugin
-	require.NoError(t, json.Unmarshal(stored, &loaded))
-	assert.Equal(t, plugin, loaded)
-}
-
 func TestPostableDashboardV2GenerateNameFlag(t *testing.T) {
 	const validSpec = `"spec": {"variables": [], "panels": {}, "layouts": [], "links": []}`
 
@@ -2126,8 +2088,6 @@ func TestPanelTypeQueryTypeCompatibility(t *testing.T) {
 		{"TimeSeries+PromQL", mkQuery("signoz/TimeSeriesPanel", "signoz/PromQLQuery", `{"name":"A","query":"up"}`), false},
 		{"Table+ClickHouse", mkQuery("signoz/TablePanel", "signoz/ClickHouseSQL", `{"name":"A","query":"SELECT 1"}`), false},
 		{"List+Builder", mkQuery("signoz/ListPanel", "signoz/BuilderQuery", `{"name":"A","signal":"logs"}`), false},
-		{"TimeSeries+AIBuilder", mkQuery("signoz/TimeSeriesPanel", "signoz/AIBuilderQuery", `{"name":"A","aggregations":[{"expression":"count()"}]}`), false},
-		{"List+AIBuilder", mkQuery("signoz/ListPanel", "signoz/AIBuilderQuery", `{"name":"A"}`), false},
 		// Top-level: rejected
 		{"Table+PromQL", mkQuery("signoz/TablePanel", "signoz/PromQLQuery", `{"name":"A","query":"up"}`), true},
 		{"List+ClickHouse", mkQuery("signoz/ListPanel", "signoz/ClickHouseSQL", `{"name":"A","query":"SELECT 1"}`), true},
@@ -2137,7 +2097,6 @@ func TestPanelTypeQueryTypeCompatibility(t *testing.T) {
 		// Composite sub-queries
 		{"Table+Composite(promql)", mkComposite("signoz/TablePanel", "promql", `{"name":"A","query":"up"}`), true},
 		{"Table+Composite(clickhouse)", mkComposite("signoz/TablePanel", "clickhouse_sql", `{"name":"A","query":"SELECT 1"}`), false},
-		{"Table+Composite(builder_ai)", mkComposite("signoz/TablePanel", "builder_ai_query", `{"name":"A","aggregations":[{"expression":"count()"}]}`), false},
 	}
 
 	for _, tc := range cases {

pkg/types/dashboardtypes/perses_plugin_wrappers.go

@@ -93,7 +93,6 @@ type QueryPlugin struct {
 func (QueryPlugin) PrepareJSONSchema(s *jsonschema.Schema) error {
 	return markDiscriminator(s, "kind", map[string]string{
 		string(QueryKindBuilder):       schemaRef("DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesBuilderQuerySpec"),
-		string(QueryKindAIBuilder):     schemaRef("DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesDashboardtypesAIBuilderQuerySpec"),
 		string(QueryKindComposite):     schemaRef("DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5CompositeQuery"),
 		string(QueryKindFormula):       schemaRef("DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5QueryBuilderFormula"),
 		string(QueryKindPromQL):        schemaRef("DashboardtypesQueryPluginVariantGithubComSigNozSignozPkgTypesQuerybuildertypesQuerybuildertypesv5PromQuery"),
@@ -123,7 +122,6 @@ func (p *QueryPlugin) UnmarshalJSON(data []byte) error {
 func (QueryPlugin) JSONSchemaOneOf() []any {
 	return []any{
 		QueryPluginVariant[BuilderQuerySpec]{Kind: string(QueryKindBuilder)},
-		QueryPluginVariant[AIBuilderQuerySpec]{Kind: string(QueryKindAIBuilder)},
 		QueryPluginVariant[CompositeQuerySpec]{Kind: string(QueryKindComposite)},
 		QueryPluginVariant[FormulaSpec]{Kind: string(QueryKindFormula)},
 		QueryPluginVariant[PromQLQuerySpec]{Kind: string(QueryKindPromQL)},
@@ -144,11 +142,6 @@ func (plugin QueryPlugin) buildV5CompositeQueryFromPlugin() (qb.CompositeQuery,
 			return qb.CompositeQuery{}, errors.Newf(errors.TypeInvalidInput, ErrCodeDashboardInvalidWidgetQuery, "builder query is empty")
 		}
 		return wrapEnvelope(qb.QueryTypeBuilder, spec.Spec), nil
-	case *AIBuilderQuerySpec:
-		if spec == nil {
-			return qb.CompositeQuery{}, errors.Newf(errors.TypeInvalidInput, ErrCodeDashboardInvalidWidgetQuery, "AI builder query is empty")
-		}
-		return wrapEnvelope(qb.QueryTypeBuilderAI, qb.QueryBuilderQuery[qb.TraceAggregation](*spec)), nil
 	case *qb.PromQuery:
 		return wrapEnvelope(qb.QueryTypePromQL, *spec), nil
 	case *qb.ClickHouseQuery:
@@ -244,7 +237,6 @@ var (
 	}
 	queryPluginSpecs = map[QueryPluginKind]func() any{
 		QueryKindBuilder:       func() any { return new(BuilderQuerySpec) },
-		QueryKindAIBuilder:     func() any { return new(AIBuilderQuerySpec) },
 		QueryKindComposite:     func() any { return new(CompositeQuerySpec) },
 		QueryKindFormula:       func() any { return new(FormulaSpec) },
 		QueryKindPromQL:        func() any { return new(PromQLQuerySpec) },
@@ -257,14 +249,14 @@ var (
 		VariableKindCustom:  func() any { return new(CustomVariableSpec) },
 	}
 	allowedQueryKinds = map[PanelPluginKind][]QueryPluginKind{
-		PanelKindTimeSeries: {QueryKindBuilder, QueryKindAIBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
-		PanelKindBarChart:   {QueryKindBuilder, QueryKindAIBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
-		PanelKindAreaChart:  {QueryKindBuilder, QueryKindAIBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
-		PanelKindNumber:     {QueryKindBuilder, QueryKindAIBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
-		PanelKindHistogram:  {QueryKindBuilder, QueryKindAIBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
-		PanelKindPieChart:   {QueryKindBuilder, QueryKindAIBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindClickHouseSQL},
-		PanelKindTable:      {QueryKindBuilder, QueryKindAIBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindClickHouseSQL},
-		PanelKindList:       {QueryKindBuilder, QueryKindAIBuilder},
+		PanelKindTimeSeries: {QueryKindBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
+		PanelKindBarChart:   {QueryKindBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
+		PanelKindAreaChart:  {QueryKindBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
+		PanelKindNumber:     {QueryKindBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
+		PanelKindHistogram:  {QueryKindBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindPromQL, QueryKindClickHouseSQL},
+		PanelKindPieChart:   {QueryKindBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindClickHouseSQL},
+		PanelKindTable:      {QueryKindBuilder, QueryKindComposite, QueryKindFormula, QueryKindTraceOperator, QueryKindClickHouseSQL},
+		PanelKindList:       {QueryKindBuilder},
 		PanelKindText:       {},
 	}
 )

pkg/types/dashboardtypes/perses_public_dashboard.go

@@ -106,13 +106,6 @@ func redactQuery(spec any) any {
 			return spec
 		}
 		return &BuilderQuerySpec{Spec: redactLeafQuery(s.Spec)}
-	case *AIBuilderQuerySpec:
-		if s == nil {
-			return spec
-		}
-		redacted := redactLeafQuery(qb.QueryBuilderQuery[qb.TraceAggregation](*s)).(qb.QueryBuilderQuery[qb.TraceAggregation])
-		out := AIBuilderQuerySpec(redacted)
-		return &out
 	case *qb.PromQuery:
 		return redactQueryPtr(s)
 	case *qb.ClickHouseQuery:

pkg/types/dashboardtypes/perses_public_dashboard_panel_query_test.go

@@ -5,7 +5,6 @@ import (
 
 	"github.com/SigNoz/signoz/pkg/errors"
 	qb "github.com/SigNoz/signoz/pkg/types/querybuildertypes/querybuildertypesv5"
-	"github.com/SigNoz/signoz/pkg/types/telemetrytypes"
 	"github.com/stretchr/testify/assert"
 	"github.com/stretchr/testify/require"
 )
@@ -160,11 +159,6 @@ func TestDashboardV2GetPanelQuery(t *testing.T) {
 			plugin       QueryPlugin
 			expectedType qb.QueryType
 		}{
-			{
-				description:  "AI builder query",
-				plugin:       QueryPlugin{Kind: QueryKindAIBuilder, Spec: &AIBuilderQuerySpec{Name: "A"}},
-				expectedType: qb.QueryTypeBuilderAI,
-			},
 			{
 				description:  "promql",
 				plugin:       QueryPlugin{Kind: QueryKindPromQL, Spec: &qb.PromQuery{Name: "A", Query: "up"}},
@@ -215,42 +209,6 @@ func TestDashboardV2GetPanelQuery(t *testing.T) {
 		}
 	})
 
-	// The gen_ai statement builder only reads traces, so an AI builder query
-	// carries no signal of its own and unwraps to a traces builder query.
-	t.Run("unwraps an AI builder query to a traces builder query", func(t *testing.T) {
-		dashboard := &DashboardV2{
-			Spec: DashboardSpec{
-				Panels: map[string]*Panel{
-					"panel-1": {
-						Spec: PanelSpec{
-							Plugin: PanelPlugin{Kind: PanelKindTimeSeries},
-							Queries: []Query{
-								{
-									Kind: qb.RequestTypeTimeSeries,
-									Spec: QuerySpec{
-										Plugin: QueryPlugin{
-											Kind: QueryKindAIBuilder,
-											Spec: &AIBuilderQuerySpec{Name: "A", Signal: telemetrytypes.SignalTraces},
-										},
-									},
-								},
-							},
-						},
-					},
-				},
-			},
-		}
-
-		req, err := dashboard.GetPanelQuery(1, 2, "panel-1")
-		require.NoError(t, err)
-		require.Len(t, req.CompositeQuery.Queries, 1)
-
-		spec, ok := req.CompositeQuery.Queries[0].Spec.(qb.QueryBuilderQuery[qb.TraceAggregation])
-		require.True(t, ok, "expected traces builder query, got %T", req.CompositeQuery.Queries[0].Spec)
-		assert.Equal(t, "A", spec.Name)
-		assert.Equal(t, telemetrytypes.SignalTraces, spec.Signal)
-	})
-
 	t.Run("sets FormatTableResultForUI only for table panels", func(t *testing.T) {
 		dashboard := &DashboardV2{
 			Spec: DashboardSpec{

pkg/types/dashboardtypes/perses_public_dashboard_redaction_test.go

@@ -133,19 +133,6 @@ func TestRedactQueryPluginWrappers(t *testing.T) {
 		assert.Equal(t, "A", builder.Name)
 	})
 
-	t.Run("AI builder plugin pointer is redacted and stays a pointer", func(t *testing.T) {
-		plugin := &AIBuilderQuerySpec{
-			Name:   "A",
-			Filter: &qb.Filter{Expression: "body contains 'secret'"},
-		}
-
-		result, ok := redactQuery(plugin).(*AIBuilderQuerySpec)
-		require.True(t, ok)
-
-		assert.Nil(t, result.Filter)
-		assert.Equal(t, "A", result.Name)
-	})
-
 	t.Run("composite plugin redacts every sub-query envelope", func(t *testing.T) {
 		composite := &qb.CompositeQuery{Queries: []qb.QueryEnvelope{
 			{Type: qb.QueryTypeBuilder, Spec: qb.QueryBuilderQuery[qb.MetricAggregation]{Name: "A", Filter: &qb.Filter{Expression: "x = 1"}}},

pkg/types/dashboardtypes/perses_signoz_plugins.go

@@ -93,7 +93,6 @@ type QueryPluginKind string
 
 const (
 	QueryKindBuilder       QueryPluginKind = "signoz/BuilderQuery"
-	QueryKindAIBuilder     QueryPluginKind = "signoz/AIBuilderQuery"
 	QueryKindComposite     QueryPluginKind = "signoz/CompositeQuery"
 	QueryKindFormula       QueryPluginKind = "signoz/Formula"
 	QueryKindPromQL        QueryPluginKind = "signoz/PromQLQuery"
@@ -102,7 +101,7 @@ const (
 )
 
 func (QueryPluginKind) Enum() []any {
-	return []any{QueryKindBuilder, QueryKindAIBuilder, QueryKindComposite, QueryKindFormula, QueryKindPromQL, QueryKindClickHouseSQL, QueryKindTraceOperator}
+	return []any{QueryKindBuilder, QueryKindComposite, QueryKindFormula, QueryKindPromQL, QueryKindClickHouseSQL, QueryKindTraceOperator}
 }
 
 type (
@@ -160,26 +159,6 @@ func (BuilderQuerySpec) JSONSchemaOneOf() []any {
 	}
 }
 
-// AIBuilderQuerySpec is the spec of a signoz/AIBuilderQuery plugin: a gen_ai-scoped
-// (AI observability) traces builder query, executed as qb.QueryTypeBuilderAI. The
-// signal is implied by the kind and pinned to traces, mirroring the builder_ai_query
-// QueryEnvelope decode.
-type AIBuilderQuerySpec qb.QueryBuilderQuery[qb.TraceAggregation]
-
-func (b *AIBuilderQuerySpec) UnmarshalJSON(data []byte) error {
-	var spec qb.QueryBuilderQuery[qb.TraceAggregation]
-	if err := json.Unmarshal(data, &spec); err != nil {
-		return errors.WrapInvalidInputf(err, ErrCodeDashboardInvalidInput, "invalid AI builder query spec")
-	}
-	spec.Signal = telemetrytypes.SignalTraces
-	*b = AIBuilderQuerySpec(spec)
-	return nil
-}
-
-func (AIBuilderQuerySpec) PrepareJSONSchema(s *jsonschema.Schema) error {
-	return (qb.QueryBuilderQuery[qb.TraceAggregation]{}).PrepareJSONSchema(s)
-}
-
 // ══════════════════════════════════════════════
 // SigNoz panel plugin specs
 // ══════════════════════════════════════════════

tests/integration/tests/passwordauthn/09_last_observed_at.py

@@ -0,0 +1,36 @@
+import time
+from collections.abc import Callable
+from http import HTTPStatus
+
+import requests
+from sqlalchemy import sql
+
+from fixtures import types
+from fixtures.auth import USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD
+
+
+def test_last_observed_at_is_flushed(signoz: types.SigNoz, get_token: Callable[[str, str], str]) -> None:
+    """Verify the tokenizer GC persists the cached last observed at of a used token to the sql store."""
+    token = get_token(USER_ADMIN_EMAIL, USER_ADMIN_PASSWORD)
+
+    response = requests.get(
+        signoz.self.host_configs["8080"].get("/api/v2/users/me"),
+        headers={"Authorization": f"Bearer {token}"},
+        timeout=5,
+    )
+    assert response.status_code == HTTPStatus.OK
+
+    deadline = time.time() + 30
+    while time.time() < deadline:
+        with signoz.sqlstore.conn.connect() as conn:
+            row = conn.execute(
+                sql.text("SELECT last_observed_at FROM auth_token WHERE access_token = :access_token"),
+                {"access_token": token},
+            ).fetchone()
+
+        if row is not None and row[0] is not None:
+            return
+
+        time.sleep(1)
+
+    raise AssertionError("last_observed_at was not flushed to the sql store within 30s")

tests/integration/tests/passwordauthn/conftest.py

@@ -0,0 +1,33 @@
+import pytest
+from testcontainers.core.container import Network
+
+from fixtures import types
+from fixtures.signoz import create_signoz
+
+
+@pytest.fixture(name="signoz", scope="package")
+def signoz_passwordauthn(
+    network: Network,
+    zeus: types.TestContainerDocker,
+    gateway: types.TestContainerDocker,
+    sqlstore: types.TestContainerSQL,
+    clickhouse: types.TestContainerClickhouse,
+    request: pytest.FixtureRequest,
+    pytestconfig: pytest.Config,
+) -> types.SigNoz:
+    """
+    Package-scoped fixture for SigNoz with a short tokenizer GC interval so the last observed at flush runs within a test.
+    """
+    return create_signoz(
+        network=network,
+        zeus=zeus,
+        gateway=gateway,
+        sqlstore=sqlstore,
+        clickhouse=clickhouse,
+        request=request,
+        pytestconfig=pytestconfig,
+        cache_key="signoz-passwordauthn",
+        env_overrides={
+            "SIGNOZ_TOKENIZER_OPAQUE_GC_INTERVAL": "5s",
+        },
+    )