Merge pull request 'feat: display inference statistics in chat UI' (#45 ) from feature/issue-43-inference-stats into main

Merge pull request 'feat: display inference statistics in chat UI' (#45)
chore: mark issue #43 plan as COMPLETED
2026-03-13 14:50:35 +01:00 · 2026-03-13 14:46:47 +01:00 · 2026-03-13 14:46:35 +01:00 · 2026-03-13 14:44:12 +01:00 · 2026-03-12 23:14:28 +01:00 · 2026-03-12 23:13:33 +01:00
21 changed files with 682 additions and 349 deletions
--- a/README.md
+++ b/README.md
@@ -84,7 +84,6 @@ src/
  lib/
    components/      Svelte components (Backdrop, PageHeader, MessageInput, ...)
    composables/     Reactive composables (useOrchestration)
-    data/            Sample/demo data generators
    proto/           Generated protobuf TypeScript
    services/        gRPC client (orchestrator)
    stores/          Svelte 5 reactive stores (sessions, audit, memory, theme, ...)
--- a/implementation-plans/_index.md
+++ b/implementation-plans/_index.md
@@ -22,3 +22,4 @@
 | #18   | Dark/light theme toggle                                | COMPLETED    | [issue-018.md](issue-018.md) |
 | #19   | Responsive layout and mobile support                   | COMPLETED    | [issue-019.md](issue-019.md) |
 | #20   | Error handling and connection status                    | COMPLETED    | [issue-020.md](issue-020.md) |
+| #43   | Display inference statistics in chat UI                 | COMPLETED    | [issue-043.md](issue-043.md) |
--- a/implementation-plans/issue-043.md
+++ b/implementation-plans/issue-043.md
@@ -0,0 +1,60 @@
+# Issue #43: Display Inference Statistics in Chat UI
+
+**Status:** COMPLETED
+**Issue:** [#43](https://git.shahondin1624.de/llm-multiverse/llm-multiverse-ui/issues/43)
+**Branch:** `feature/issue-43-inference-stats`
+
+## Overview
+
+Add a collapsible UI panel that displays LLM inference statistics (token counts, context window utilization, throughput) below assistant messages after orchestration completes.
+
+## Phases
+
+### Phase 1: Proto Types
+
+**Files:**
+- `proto/upstream/proto/llm_multiverse/v1/common.proto` — Add `InferenceStats` message
+- `proto/upstream/proto/llm_multiverse/v1/orchestrator.proto` — Add optional `inference_stats` field to `ProcessRequestResponse`
+
+**InferenceStats message fields:**
+- `prompt_tokens` (uint32) — tokens in the prompt
+- `completion_tokens` (uint32) — tokens generated
+- `total_tokens` (uint32) — sum of prompt + completion
+- `context_window_size` (uint32) — model's maximum context length
+- `tokens_per_second` (float) — generation throughput
+
+**Then regenerate types:** `npm run generate`
+
+### Phase 2: Orchestration State
+
+**Files:**
+- `src/lib/composables/useOrchestration.svelte.ts` — Extract `inferenceStats` from response, expose via store getter
+
+### Phase 3: InferenceStatsPanel Component
+
+**Files:**
+- `src/lib/components/InferenceStatsPanel.svelte` — New component
+
+**Design:**
+- Follow `<details>` pattern from FinalResult.svelte
+- Collapsed by default
+- Summary line shows key stat (e.g., total tokens + tokens/sec)
+- Expanded content shows all stats in a grid layout
+- Context utilization shown as a progress bar
+- Blue/indigo color scheme (neutral, info-like)
+- Full dark mode support
+
+### Phase 4: Chat Page Integration
+
+**Files:**
+- `src/routes/chat/+page.svelte` — Render `InferenceStatsPanel` after `FinalResult` when stats available
+
+## Acceptance Criteria
+
+- [x] InferenceStats proto message defined and TypeScript types generated
+- [x] InferenceStatsPanel displays all required metrics
+- [x] Panel is collapsible, collapsed by default
+- [x] Context utilization shows visual progress bar
+- [x] Integrates cleanly into chat page below assistant message
+- [x] Dark mode support
+- [x] Build, lint, typecheck pass
--- a/src/lib/components/FinalResult.svelte
+++ b/src/lib/components/FinalResult.svelte
@@ -1,6 +1,6 @@
 <script lang="ts">
 	import type { SubagentResult } from '$lib/proto/llm_multiverse/v1/common_pb';
-	import { ResultStatus, ResultQuality } from '$lib/proto/llm_multiverse/v1/common_pb';
+	import { ResultStatus, ResultQuality, ArtifactType } from '$lib/proto/llm_multiverse/v1/common_pb';
 	import { resultSourceConfig } from '$lib/types/resultSource';

 	let { result }: { result: SubagentResult } = $props();
@@ -28,10 +28,33 @@
 	});

 	const sourceBadge = $derived(resultSourceConfig(result.source));
+
+	const LINE_COLLAPSE_THRESHOLD = 20;
+
+	function contentLineCount(content: string): number {
+		return content.split('\n').length;
+	}
+
+	const URL_RE = /(https?:\/\/[^\s<>"')\]]+)/g;
+
+	function linkify(text: string): string {
+		return text.replace(URL_RE, '<a href="$1" target="_blank" rel="noopener noreferrer" class="text-blue-600 dark:text-blue-400 underline hover:text-blue-800 dark:hover:text-blue-300 break-all">$1</a>');
+	}
+
+	let copiedIndex: number | null = $state(null);
+
+	async function copyToClipboard(content: string, index: number) {
+		await navigator.clipboard.writeText(content);
+		copiedIndex = index;
+		setTimeout(() => {
+			if (copiedIndex === index) copiedIndex = null;
+		}, 2000);
+	}
 </script>

-<div class="mx-4 mb-3 rounded-xl border {statusConfig.border} {statusConfig.bg} p-4">
-	<div class="mb-2 flex items-center gap-2">
+<details class="mx-4 mb-3 rounded-xl border {statusConfig.border} {statusConfig.bg}">
+	<summary class="flex cursor-pointer items-center gap-2 px-4 py-2.5 select-none">
+		<svg class="chevron h-4 w-4 shrink-0 text-gray-500 dark:text-gray-400 transition-transform" fill="none" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor"><path stroke-linecap="round" stroke-linejoin="round" d="M8.25 4.5l7.5 7.5-7.5 7.5" /></svg>
 		<span class="rounded-full px-2.5 py-0.5 text-xs font-medium {statusConfig.bg} {statusConfig.text}">
 			{statusConfig.label}
 		</span>
@@ -45,10 +68,14 @@
 				{sourceBadge.label}
 			</span>
 		{/if}
-	</div>
-
 		{#if result.summary}
-		<p class="text-sm {statusConfig.text}">{result.summary}</p>
+			<span class="ml-1 truncate text-xs {statusConfig.text}">{result.summary}</span>
+		{/if}
+	</summary>
+
+	<div class="max-h-96 overflow-y-auto border-t {statusConfig.border} px-4 pb-4 pt-3">
+		{#if result.summary}
+			<p class="text-sm {statusConfig.text}">{@html linkify(result.summary)}</p>
 		{/if}

 		{#if result.failureReason}
@@ -58,14 +85,98 @@
 		{#if result.artifacts.length > 0}
 			<div class="mt-3 border-t {statusConfig.border} pt-3">
 				<p class="mb-1.5 text-xs font-medium text-gray-600 dark:text-gray-400">Artifacts</p>
-			<ul class="space-y-1">
-				{#each result.artifacts as artifact (artifact)}
-					<li class="flex items-center gap-2 text-sm">
-						<span class="text-gray-400 dark:text-gray-500">&#128196;</span>
-						<span class="font-mono text-xs text-gray-700 dark:text-gray-300">{artifact}</span>
-					</li>
+				<div class="space-y-3">
+					{#each result.artifacts as artifact, i (artifact.label + i)}
+						{#if artifact.artifactType === ArtifactType.CODE}
+							<!-- Code artifact: syntax-highlighted block with filename header -->
+							<div class="rounded-lg border border-gray-200 dark:border-gray-700 overflow-hidden">
+								<div class="flex items-center gap-2 bg-gray-100 dark:bg-gray-800 px-3 py-1.5 text-xs">
+									<span class="text-blue-600 dark:text-blue-400">&#128196;</span>
+									<span class="font-mono font-medium text-gray-700 dark:text-gray-300">{artifact.label}</span>
+									<div class="ml-auto flex items-center gap-1.5">
+										{#if artifact.metadata?.language}
+											<span class="rounded bg-gray-200 dark:bg-gray-700 px-1.5 py-0.5 text-[10px] text-gray-500 dark:text-gray-400">{artifact.metadata.language}</span>
+										{/if}
+										<button
+											type="button"
+											onclick={() => copyToClipboard(artifact.content, i)}
+											class="rounded p-0.5 text-gray-400 hover:bg-gray-200 hover:text-gray-600 dark:text-gray-500 dark:hover:bg-gray-700 dark:hover:text-gray-300 transition-colors"
+											title="Copy code"
+										>
+											{#if copiedIndex === i}
+												<svg class="h-3.5 w-3.5 text-green-500" fill="none" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor"><path stroke-linecap="round" stroke-linejoin="round" d="M4.5 12.75l6 6 9-13.5" /></svg>
+											{:else}
+												<svg class="h-3.5 w-3.5" fill="none" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor"><path stroke-linecap="round" stroke-linejoin="round" d="M15.666 3.888A2.25 2.25 0 0 0 13.5 2.25h-3c-1.03 0-1.9.693-2.166 1.638m7.332 0c.055.194.084.4.084.612v0a.75.75 0 0 1-.75.75H9.75a.75.75 0 0 1-.75-.75v0c0-.212.03-.418.084-.612m7.332 0c.646.049 1.288.11 1.927.184 1.1.128 1.907 1.077 1.907 2.185V19.5a2.25 2.25 0 0 1-2.25 2.25H6.75A2.25 2.25 0 0 1 4.5 19.5V6.257c0-1.108.806-2.057 1.907-2.185a48.208 48.208 0 0 1 1.927-.184" /></svg>
+											{/if}
+										</button>
+									</div>
+								</div>
+								{#if contentLineCount(artifact.content) > LINE_COLLAPSE_THRESHOLD}
+									<details>
+										<summary class="cursor-pointer bg-gray-50 dark:bg-gray-900 px-3 py-1 text-xs text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-300">
+											Show {contentLineCount(artifact.content)} lines
+										</summary>
+										<pre class="overflow-x-auto bg-gray-50 dark:bg-gray-900 p-3 text-xs leading-relaxed text-gray-800 dark:text-gray-200"><code class="language-{artifact.metadata?.language ?? ''}">{artifact.content}</code></pre>
+									</details>
+								{:else}
+									<pre class="overflow-x-auto bg-gray-50 dark:bg-gray-900 p-3 text-xs leading-relaxed text-gray-800 dark:text-gray-200"><code class="language-{artifact.metadata?.language ?? ''}">{artifact.content}</code></pre>
+								{/if}
+							</div>
+
+						{:else if artifact.artifactType === ArtifactType.COMMAND_OUTPUT}
+							<!-- Command output: terminal-style block -->
+							<div class="rounded-lg border border-gray-700 dark:border-gray-600 overflow-hidden">
+								<div class="flex items-center gap-2 bg-gray-800 dark:bg-gray-900 px-3 py-1.5 text-xs">
+									<span class="text-green-400">&#9654;</span>
+									<span class="font-mono text-gray-300">{artifact.label}</span>
+								</div>
+								{#if contentLineCount(artifact.content) > LINE_COLLAPSE_THRESHOLD}
+									<details>
+										<summary class="cursor-pointer bg-gray-900 dark:bg-black px-3 py-1 text-xs text-gray-400 hover:text-gray-200">
+											Show {contentLineCount(artifact.content)} lines
+										</summary>
+										<pre class="overflow-x-auto bg-gray-900 dark:bg-black p-3 font-mono text-xs leading-relaxed text-green-300 dark:text-green-400">{artifact.content}</pre>
+									</details>
+								{:else}
+									<pre class="overflow-x-auto bg-gray-900 dark:bg-black p-3 font-mono text-xs leading-relaxed text-green-300 dark:text-green-400">{artifact.content}</pre>
+								{/if}
+							</div>
+
+						{:else if artifact.artifactType === ArtifactType.SEARCH_RESULT}
+							<!-- Search result: card with query title -->
+							<div class="rounded-lg border border-purple-200 dark:border-purple-800 bg-purple-50 dark:bg-purple-900/20 p-3">
+								<div class="mb-1 flex items-center gap-2 text-xs">
+									<span class="text-purple-500">&#128269;</span>
+									<span class="font-medium text-purple-700 dark:text-purple-300">{artifact.label}</span>
+								</div>
+								{#if contentLineCount(artifact.content) > LINE_COLLAPSE_THRESHOLD}
+									<details>
+										<summary class="cursor-pointer text-xs text-purple-500 dark:text-purple-400 hover:text-purple-700 dark:hover:text-purple-300">
+											Show full results
+										</summary>
+										<p class="mt-1 whitespace-pre-wrap text-xs text-gray-700 dark:text-gray-300">{@html linkify(artifact.content)}</p>
+									</details>
+								{:else}
+									<p class="whitespace-pre-wrap text-xs text-gray-700 dark:text-gray-300">{@html linkify(artifact.content)}</p>
+								{/if}
+							</div>
+
+						{:else}
+							<!-- Text / finding artifact: plain text -->
+							<div class="flex items-start gap-2 text-sm">
+								<span class="mt-0.5 text-gray-400 dark:text-gray-500">&#128196;</span>
+								<span class="text-xs text-gray-700 dark:text-gray-300">{@html linkify(artifact.content)}</span>
+							</div>
+						{/if}
 					{/each}
-			</ul>
+				</div>
 			</div>
 		{/if}
 	</div>
+</details>
+
+<style>
+	details[open] > summary .chevron {
+		transform: rotate(90deg);
+	}
+</style>
--- a/src/lib/components/InferenceStatsPanel.svelte
+++ b/src/lib/components/InferenceStatsPanel.svelte
@@ -0,0 +1,94 @@
+<script lang="ts">
+	import type { InferenceStats } from '$lib/proto/llm_multiverse/v1/common_pb';
+
+	let { stats }: { stats: InferenceStats } = $props();
+
+	const utilizationPct = $derived(
+		stats.contextWindowSize > 0
+			? Math.min(100, (stats.totalTokens / stats.contextWindowSize) * 100)
+			: 0
+	);
+
+	const utilizationColor = $derived.by(() => {
+		if (utilizationPct >= 90) return { bar: 'bg-red-500', text: 'text-red-700 dark:text-red-400' };
+		if (utilizationPct >= 70) return { bar: 'bg-amber-500', text: 'text-amber-700 dark:text-amber-400' };
+		return { bar: 'bg-blue-500', text: 'text-blue-700 dark:text-blue-400' };
+	});
+
+	function formatNumber(n: number): string {
+		return n.toLocaleString();
+	}
+</script>
+
+<details class="mx-4 mb-3 rounded-xl border border-indigo-200 dark:border-indigo-800 bg-indigo-50 dark:bg-indigo-900/20">
+	<summary class="flex cursor-pointer items-center gap-2 px-4 py-2.5 select-none">
+		<svg class="chevron h-4 w-4 shrink-0 text-gray-500 dark:text-gray-400 transition-transform" fill="none" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor"><path stroke-linecap="round" stroke-linejoin="round" d="M8.25 4.5l7.5 7.5-7.5 7.5" /></svg>
+		<span class="rounded-full bg-indigo-100 dark:bg-indigo-900/40 px-2.5 py-0.5 text-xs font-medium text-indigo-800 dark:text-indigo-300">
+			Stats
+		</span>
+		<span class="truncate text-xs text-indigo-700 dark:text-indigo-400">
+			{formatNumber(stats.totalTokens)} tokens
+			{#if stats.tokensPerSecond > 0}
+				&middot; {stats.tokensPerSecond.toFixed(1)} tok/s
+			{/if}
+			{#if stats.contextWindowSize > 0}
+				&middot; {utilizationPct.toFixed(0)}% context
+			{/if}
+		</span>
+	</summary>
+
+	<div class="border-t border-indigo-200 dark:border-indigo-800 px-4 pb-4 pt-3">
+		<div class="grid grid-cols-2 gap-x-6 gap-y-3 sm:grid-cols-3">
+			<div>
+				<p class="text-[10px] font-medium uppercase tracking-wider text-gray-500 dark:text-gray-400">Prompt</p>
+				<p class="text-sm font-semibold text-gray-900 dark:text-gray-100">{formatNumber(stats.promptTokens)}</p>
+			</div>
+			<div>
+				<p class="text-[10px] font-medium uppercase tracking-wider text-gray-500 dark:text-gray-400">Completion</p>
+				<p class="text-sm font-semibold text-gray-900 dark:text-gray-100">{formatNumber(stats.completionTokens)}</p>
+			</div>
+			<div>
+				<p class="text-[10px] font-medium uppercase tracking-wider text-gray-500 dark:text-gray-400">Total</p>
+				<p class="text-sm font-semibold text-gray-900 dark:text-gray-100">{formatNumber(stats.totalTokens)}</p>
+			</div>
+			{#if stats.tokensPerSecond > 0}
+				<div>
+					<p class="text-[10px] font-medium uppercase tracking-wider text-gray-500 dark:text-gray-400">Throughput</p>
+					<p class="text-sm font-semibold text-gray-900 dark:text-gray-100">{stats.tokensPerSecond.toFixed(1)} tok/s</p>
+				</div>
+			{/if}
+			{#if stats.contextWindowSize > 0}
+				<div class="col-span-2">
+					<p class="text-[10px] font-medium uppercase tracking-wider text-gray-500 dark:text-gray-400">Context Window</p>
+					<p class="text-sm font-semibold text-gray-900 dark:text-gray-100">{formatNumber(stats.contextWindowSize)}</p>
+				</div>
+			{/if}
+		</div>
+
+		{#if stats.contextWindowSize > 0}
+			<div class="mt-3 border-t border-indigo-200 dark:border-indigo-800 pt-3">
+				<div class="flex items-center justify-between text-xs">
+					<span class="font-medium text-gray-600 dark:text-gray-400">Context Utilization</span>
+					<span class="font-semibold {utilizationColor.text}">{utilizationPct.toFixed(1)}%</span>
+				</div>
+				<div class="mt-1.5 h-2 w-full overflow-hidden rounded-full bg-gray-200 dark:bg-gray-700">
+					<div
+						class="h-full rounded-full transition-all duration-300 {utilizationColor.bar}"
+						style="width: {utilizationPct}%"
+						role="progressbar"
+						aria-valuenow={utilizationPct}
+						aria-valuemin={0}
+						aria-valuemax={100}
+						aria-label="Context window utilization"
+					></div>
+				</div>
+			</div>
+		{/if}
+	</div>
+</details>
+
+<style>
+	details[open] > summary .chevron {
+		transform: rotate(90deg);
+	}
+</style>
--- a/src/lib/components/OrchestrationProgress.svelte
+++ b/src/lib/components/OrchestrationProgress.svelte
@@ -29,7 +29,7 @@
 						{status === 'completed'
 						? 'bg-green-500 text-white'
 						: status === 'active'
-							? 'bg-blue-500 text-white ring-2 ring-blue-300 dark:ring-blue-600 ring-offset-1 dark:ring-offset-gray-800'
+							? 'bg-blue-500 text-white ring-2 ring-blue-300 dark:ring-blue-600 ring-offset-1 dark:ring-offset-gray-800 animate-pulse-ring'
 							: 'bg-gray-200 dark:bg-gray-600 text-gray-500 dark:text-gray-400'}"
 				>
 					{#if status === 'completed'}
@@ -46,11 +46,45 @@
 				</span>
 			</div>
 			{#if i < phases.length - 1}
-				<div
-					class="mb-5 h-0.5 flex-1 transition-colors duration-300
-						{getStatus(phases[i + 1].state) !== 'pending' ? 'bg-green-500' : 'bg-gray-200 dark:bg-gray-600'}"
-				></div>
+				{@const nextStatus = getStatus(phases[i + 1].state)}
+				<div class="relative mb-5 h-0.5 flex-1 bg-gray-200 dark:bg-gray-600 overflow-hidden">
+					{#if nextStatus !== 'pending'}
+						<!-- Completed: solid green fill -->
+						<div class="absolute inset-0 bg-green-500"></div>
+					{:else if status === 'active'}
+						<!-- Active: animated fill shimmer -->
+						<div class="absolute inset-0 animate-progress-fill bg-gradient-to-r from-blue-500 via-blue-400 to-blue-500 bg-[length:200%_100%]"></div>
+					{/if}
+				</div>
 			{/if}
 		{/each}
 	</div>
 </div>
+
+<style>
+	@keyframes pulse-ring {
+		0%, 100% {
+			box-shadow: 0 0 0 0 rgba(59, 130, 246, 0.5);
+		}
+		50% {
+			box-shadow: 0 0 0 6px rgba(59, 130, 246, 0);
+		}
+	}
+
+	@keyframes progress-fill {
+		0% {
+			background-position: 200% 0;
+		}
+		100% {
+			background-position: -200% 0;
+		}
+	}
+
+	:global(.animate-pulse-ring) {
+		animation: pulse-ring 2s ease-in-out infinite;
+	}
+
+	:global(.animate-progress-fill) {
+		animation: progress-fill 2s linear infinite;
+	}
+</style>
--- a/src/lib/components/PageHeader.svelte
+++ b/src/lib/components/PageHeader.svelte
@@ -6,13 +6,11 @@
 		title,
 		backHref,
 		backLabel = 'Chat',
-		showSampleBadge = false,
 		children
 	}: {
 		title: string;
 		backHref?: string;
 		backLabel?: string;
-		showSampleBadge?: boolean;
 		children?: Snippet;
 	} = $props();
 </script>
@@ -36,10 +34,5 @@
 			{@render children()}
 		{/if}
 		<ThemeToggle />
-		{#if showSampleBadge}
-			<span class="hidden sm:inline rounded-md bg-amber-50 dark:bg-amber-900/30 px-2 py-1 text-xs text-amber-700 dark:text-amber-300">
-				Sample Data
-			</span>
-		{/if}
 	</div>
 </header>
--- a/src/lib/composables/useOrchestration.svelte.ts
+++ b/src/lib/composables/useOrchestration.svelte.ts
@@ -1,12 +1,12 @@
 import type { ChatMessage } from '$lib/types';
-import type { SubagentResult } from '$lib/proto/llm_multiverse/v1/common_pb';
+import type { SubagentResult, InferenceStats } from '$lib/proto/llm_multiverse/v1/common_pb';
 import type { SessionConfig } from '$lib/proto/llm_multiverse/v1/orchestrator_pb';
 import { processRequest, OrchestratorError, friendlyMessage } from '$lib/services/orchestrator';
 import { OrchestrationState } from '$lib/proto/llm_multiverse/v1/orchestrator_pb';
 import { sessionStore } from '$lib/stores/sessions.svelte';
 import { memoryStore } from '$lib/stores/memory.svelte';
 import { auditStore } from '$lib/stores/audit.svelte';
-import { toastStore } from '$lib/stores/toast.svelte';
+import { logger } from '$lib/utils/logger';

 export function createOrchestration() {
 	let isStreaming = $state(false);
@@ -15,6 +15,7 @@ export function createOrchestration() {
 	let orchestrationState: OrchestrationState = $state(OrchestrationState.UNSPECIFIED);
 	let intermediateResult: string = $state('');
 	let finalResult: SubagentResult | null = $state(null);
+	let inferenceStats: InferenceStats | null = $state(null);

 	async function send(
 		sessionId: string,
@@ -27,6 +28,7 @@ export function createOrchestration() {
 		orchestrationState = OrchestrationState.UNSPECIFIED;
 		intermediateResult = '';
 		finalResult = null;
+		inferenceStats = null;

 		let lastAuditState = OrchestrationState.UNSPECIFIED;

@@ -57,6 +59,10 @@ export function createOrchestration() {

 				if (response.state !== lastAuditState) {
 					const stateLabel = OrchestrationState[response.state] ?? String(response.state);
+					logger.debug('useOrchestration', `State: ${stateLabel}`, {
+						sessionId,
+						state: response.state
+					});
 					auditStore.addEvent(sessionId, {
 						eventType: 'state_change',
 						details: response.message || `State changed to ${stateLabel}`,
@@ -68,6 +74,9 @@ export function createOrchestration() {
 				if (response.intermediateResult) {
 					intermediateResult = response.intermediateResult;
 				}
+				if (response.inferenceStats) {
+					inferenceStats = response.inferenceStats;
+				}
 				if (response.finalResult) {
 					finalResult = response.finalResult;
 					if (response.finalResult.newMemoryCandidates.length > 0) {
@@ -88,21 +97,27 @@ export function createOrchestration() {
 				};
 			}
 		} catch (err) {
-			const friendlyMsg =
-				err instanceof OrchestratorError
+			const isOrcErr = err instanceof OrchestratorError;
+			const code = isOrcErr ? err.code : 'unknown';
+			const details = isOrcErr ? err.details : undefined;
+			const friendlyMsg = isOrcErr
 				? friendlyMessage(err.code)
 				: 'An unexpected error occurred';
-			error = friendlyMsg;
+			const displayMsg =
+				code && code !== 'unknown'
+					? `${friendlyMsg} (${code})`
+					: friendlyMsg;
+			error = displayMsg;
 			lastFailedContent = content;
-			toastStore.addToast({ message: friendlyMsg, type: 'error' });
+			logger.error('useOrchestration', 'Request failed', { code, details });
 			auditStore.addEvent(sessionId, {
 				eventType: 'error',
-				details: friendlyMsg
+				details: `${friendlyMsg} | code=${code}${details ? ` | details=${details}` : ''}`
 			});
 			const idx = messages.length - 1;
 			messages[idx] = {
 				...messages[idx],
-				content: `\u26A0 ${friendlyMsg}`
+				content: `\u26A0 ${displayMsg}`
 			};
 		} finally {
 			isStreaming = false;
@@ -135,6 +150,7 @@ export function createOrchestration() {
 	function reset() {
 		error = null;
 		finalResult = null;
+		inferenceStats = null;
 	}

 	return {
@@ -144,8 +160,15 @@ export function createOrchestration() {
 		get orchestrationState() { return orchestrationState; },
 		get intermediateResult() { return intermediateResult; },
 		get finalResult() { return finalResult; },
+		get inferenceStats() { return inferenceStats; },
 		send,
 		retry,
 		reset
 	};
 }
+
+/**
+ * Module-level singleton so orchestration state survives tab/route changes.
+ * The chat page uses this instead of calling createOrchestration() per mount.
+ */
+export const orchestrationStore = createOrchestration();
--- a/src/lib/data/sampleData.ts
+++ b/src/lib/data/sampleData.ts
@@ -1,210 +0,0 @@
-import { SvelteMap } from 'svelte/reactivity';
-import { ResultSource } from '$lib/proto/llm_multiverse/v1/common_pb';
-import type { AuditEvent } from '$lib/stores/audit.svelte';
-import type { StoredMemoryCandidate } from '$lib/stores/memory.svelte';
-
-export function getSampleAuditData(): SvelteMap<string, AuditEvent[]> {
-	const samples = new SvelteMap<string, AuditEvent[]>();
-	const now = Date.now();
-
-	samples.set('session-demo-alpha', [
-		{
-			id: 'evt-001',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 300_000),
-			eventType: 'state_change',
-			details: 'Orchestration started — decomposing user request',
-			state: 'DECOMPOSING'
-		},
-		{
-			id: 'evt-002',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 280_000),
-			eventType: 'tool_invocation',
-			details: 'Invoked web_search tool for "SvelteKit best practices"',
-			state: 'DECOMPOSING'
-		},
-		{
-			id: 'evt-003',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 260_000),
-			eventType: 'state_change',
-			details: 'Dispatching subtasks to subagents',
-			state: 'DISPATCHING'
-		},
-		{
-			id: 'evt-004',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 240_000),
-			eventType: 'message',
-			details: 'Researcher agent assigned to subtask "Gather TypeScript patterns"'
-		},
-		{
-			id: 'evt-005',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 220_000),
-			eventType: 'state_change',
-			details: 'Subagents executing tasks',
-			state: 'EXECUTING'
-		},
-		{
-			id: 'evt-006',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 200_000),
-			eventType: 'tool_invocation',
-			details: 'Invoked code_analysis tool on project source files'
-		},
-		{
-			id: 'evt-007',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 180_000),
-			eventType: 'error',
-			details: 'Timeout waiting for code_analysis response (retrying)'
-		},
-		{
-			id: 'evt-008',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 160_000),
-			eventType: 'tool_invocation',
-			details: 'Retry: code_analysis tool succeeded'
-		},
-		{
-			id: 'evt-009',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 140_000),
-			eventType: 'state_change',
-			details: 'Compacting results from subagents',
-			state: 'COMPACTING'
-		},
-		{
-			id: 'evt-010',
-			sessionId: 'session-demo-alpha',
-			timestamp: new Date(now - 120_000),
-			eventType: 'state_change',
-			details: 'Orchestration complete',
-			state: 'COMPLETE'
-		}
-	]);
-
-	samples.set('session-demo-beta', [
-		{
-			id: 'evt-011',
-			sessionId: 'session-demo-beta',
-			timestamp: new Date(now - 600_000),
-			eventType: 'state_change',
-			details: 'Orchestration started — decomposing deployment request',
-			state: 'DECOMPOSING'
-		},
-		{
-			id: 'evt-012',
-			sessionId: 'session-demo-beta',
-			timestamp: new Date(now - 580_000),
-			eventType: 'state_change',
-			details: 'Dispatching to sysadmin agent',
-			state: 'DISPATCHING'
-		},
-		{
-			id: 'evt-013',
-			sessionId: 'session-demo-beta',
-			timestamp: new Date(now - 560_000),
-			eventType: 'state_change',
-			details: 'Executing deployment analysis',
-			state: 'EXECUTING'
-		},
-		{
-			id: 'evt-014',
-			sessionId: 'session-demo-beta',
-			timestamp: new Date(now - 540_000),
-			eventType: 'tool_invocation',
-			details: 'Invoked kubectl_check tool for cluster status'
-		},
-		{
-			id: 'evt-015',
-			sessionId: 'session-demo-beta',
-			timestamp: new Date(now - 520_000),
-			eventType: 'error',
-			details: 'Permission denied: kubectl access not granted for this session'
-		},
-		{
-			id: 'evt-016',
-			sessionId: 'session-demo-beta',
-			timestamp: new Date(now - 500_000),
-			eventType: 'message',
-			details: 'Agent requested elevated permissions for cluster access'
-		},
-		{
-			id: 'evt-017',
-			sessionId: 'session-demo-beta',
-			timestamp: new Date(now - 480_000),
-			eventType: 'state_change',
-			details: 'Compacting partial results',
-			state: 'COMPACTING'
-		},
-		{
-			id: 'evt-018',
-			sessionId: 'session-demo-beta',
-			timestamp: new Date(now - 460_000),
-			eventType: 'state_change',
-			details: 'Orchestration complete with warnings',
-			state: 'COMPLETE'
-		}
-	]);
-
-	return samples;
-}
-
-export function getSampleMemoryData(): SvelteMap<string, StoredMemoryCandidate[]> {
-	const samples = new SvelteMap<string, StoredMemoryCandidate[]>();
-	samples.set('session-demo-alpha', [
-		{
-			content: 'The user prefers TypeScript strict mode with no implicit any.',
-			source: ResultSource.MODEL_KNOWLEDGE,
-			confidence: 0.92
-		},
-		{
-			content: 'Project uses SvelteKit with Tailwind CSS v4 and Svelte 5 runes.',
-			source: ResultSource.TOOL_OUTPUT,
-			confidence: 0.98
-		},
-		{
-			content: 'Preferred testing framework is Vitest with Playwright for e2e.',
-			source: ResultSource.MODEL_KNOWLEDGE,
-			confidence: 0.75
-		},
-		{
-			content: 'The gRPC backend runs on port 50051 behind a Caddy reverse proxy.',
-			source: ResultSource.TOOL_OUTPUT,
-			confidence: 0.85
-		}
-	]);
-	samples.set('session-demo-beta', [
-		{
-			content: 'User asked about deploying to Kubernetes with Helm charts.',
-			source: ResultSource.WEB,
-			confidence: 0.67
-		},
-		{
-			content: 'The container registry is at registry.example.com.',
-			source: ResultSource.TOOL_OUTPUT,
-			confidence: 0.91
-		},
-		{
-			content: 'Deployment target is a 3-node k3s cluster running on ARM64.',
-			source: ResultSource.WEB,
-			confidence: 0.58
-		}
-	]);
-	samples.set('session-demo-gamma', [
-		{
-			content: 'Database schema uses PostgreSQL with pgvector extension for embeddings.',
-			source: ResultSource.TOOL_OUTPUT,
-			confidence: 0.95
-		},
-		{
-			content: 'The embedding model is all-MiniLM-L6-v2 with 384 dimensions.',
-			source: ResultSource.MODEL_KNOWLEDGE,
-			confidence: 0.82
-		}
-	]);
-	return samples;
-}
--- a/src/lib/proto/llm_multiverse/v1/common_pb.ts
+++ b/src/lib/proto/llm_multiverse/v1/common_pb.ts
@@ -12,7 +12,47 @@ import type { Message } from "@bufbuild/protobuf";
 * Describes the file llm_multiverse/v1/common.proto.
 */
 export const file_llm_multiverse_v1_common: GenFile = /*@__PURE__*/
-  fileDesc("Ch5sbG1fbXVsdGl2ZXJzZS92MS9jb21tb24ucHJvdG8SEWxsbV9tdWx0aXZlcnNlLnYxImoKD0FnZW50SWRlbnRpZmllchIQCghhZ2VudF9pZBgBIAEoCRIwCgphZ2VudF90eXBlGAIgASgOMhwubGxtX211bHRpdmVyc2UudjEuQWdlbnRUeXBlEhMKC3NwYXduX2RlcHRoGAMgASgNIkIKDEFnZW50TGluZWFnZRIyCgZhZ2VudHMYASADKAsyIi5sbG1fbXVsdGl2ZXJzZS52MS5BZ2VudElkZW50aWZpZXIi1wEKDlNlc3Npb25Db250ZXh0EhIKCnNlc3Npb25faWQYASABKAkSDwoHdXNlcl9pZBgCIAEoCRI2Cg1hZ2VudF9saW5lYWdlGAMgASgLMh8ubGxtX211bHRpdmVyc2UudjEuQWdlbnRMaW5lYWdlEjgKDm92ZXJyaWRlX2xldmVsGAQgASgOMiAubGxtX211bHRpdmVyc2UudjEuT3ZlcnJpZGVMZXZlbBIuCgpjcmVhdGVkX2F0GAUgASgLMhouZ29vZ2xlLnByb3RvYnVmLlRpbWVzdGFtcCKdAQoLRXJyb3JEZXRhaWwSDAoEY29kZRgBIAEoCRIPCgdtZXNzYWdlGAIgASgJEj4KCG1ldGFkYXRhGAMgAygLMiwubGxtX211bHRpdmVyc2UudjEuRXJyb3JEZXRhaWwuTWV0YWRhdGFFbnRyeRovCg1NZXRhZGF0YUVudHJ5EgsKA2tleRgBIAEoCRINCgV2YWx1ZRgCIAEoCToCOAEiZwoPTWVtb3J5Q2FuZGlkYXRlEg8KB2NvbnRlbnQYASABKAkSLwoGc291cmNlGAIgASgOMh8ubGxtX211bHRpdmVyc2UudjEuUmVzdWx0U291cmNlEhIKCmNvbmZpZGVuY2UYAyABKAIiwwIKDlN1YmFnZW50UmVzdWx0Ei8KBnN0YXR1cxgBIAEoDjIfLmxsbV9tdWx0aXZlcnNlLnYxLlJlc3VsdFN0YXR1cxIPCgdzdW1tYXJ5GAIgASgJEhEKCWFydGlmYWN0cxgDIAMoCRI4Cg5yZXN1bHRfcXVhbGl0eRgEIAEoDjIgLmxsbV9tdWx0aXZlcnNlLnYxLlJlc3VsdFF1YWxpdHkSLwoGc291cmNlGAUgASgOMh8ubGxtX211bHRpdmVyc2UudjEuUmVzdWx0U291cmNlEkEKFW5ld19tZW1vcnlfY2FuZGlkYXRlcxgGIAMoCzIiLmxsbV9tdWx0aXZlcnNlLnYxLk1lbW9yeUNhbmRpZGF0ZRIbCg5mYWlsdXJlX3JlYXNvbhgHIAEoCUgAiAEBQhEKD19mYWlsdXJlX3JlYXNvbiqoAQoJQWdlbnRUeXBlEhoKFkFHRU5UX1RZUEVfVU5TUEVDSUZJRUQQABIbChdBR0VOVF9UWVBFX09SQ0hFU1RSQVRPUhABEhkKFUFHRU5UX1RZUEVfUkVTRUFSQ0hFUhACEhQKEEFHRU5UX1RZUEVfQ09ERVIQAxIXChNBR0VOVF9UWVBFX1NZU0FETUlOEAQSGAoUQUdFTlRfVFlQRV9BU1NJU1RBTlQQBSr1AQoIVG9vbFR5cGUSGQoVVE9PTF9UWVBFX1VOU1BFQ0lGSUVEEAASGQoVVE9PTF9UWVBFX01FTU9SWV9SRUFEEAESGgoWVE9PTF9UWVBFX01FTU9SWV9XUklURRACEhgKFFRPT0xfVFlQRV9XRUJfU0VBUkNIEAMSFQoRVE9PTF9UWVBFX0ZTX1JFQUQQBBIWChJUT09MX1RZUEVfRlNfV1JJVEUQBRIWChJUT09MX1RZUEVfUlVOX0NPREUQBhIXChNUT09MX1RZUEVfUlVOX1NIRUxMEAcSHQoZVE9PTF9UWVBFX1BBQ0tBR0VfSU5TVEFMTBAIKnoKDU92ZXJyaWRlTGV2ZWwSHgoaT1ZFUlJJREVfTEVWRUxfVU5TUEVDSUZJRUQQABIXChNPVkVSUklERV9MRVZFTF9OT05FEAESGAoUT1ZFUlJJREVfTEVWRUxfUkVMQVgQAhIWChJPVkVSUklERV9MRVZFTF9BTEwQAyp9CgxSZXN1bHRTdGF0dXMSHQoZUkVTVUxUX1NUQVRVU19VTlNQRUNJRklFRBAAEhkKFVJFU1VMVF9TVEFUVVNfU1VDQ0VTUxABEhkKFVJFU1VMVF9TVEFUVVNfUEFSVElBTBACEhgKFFJFU1VMVF9TVEFUVVNfRkFJTEVEEAMqhwEKDVJlc3VsdFF1YWxpdHkSHgoaUkVTVUxUX1FVQUxJVFlfVU5TUEVDSUZJRUQQABIbChdSRVNVTFRfUVVBTElUWV9WRVJJRklFRBABEhsKF1JFU1VMVF9RVUFMSVRZX0lORkVSUkVEEAISHAoYUkVTVUxUX1FVQUxJVFlfVU5DRVJUQUlOEAMqhgEKDFJlc3VsdFNvdXJjZRIdChlSRVNVTFRfU09VUkNFX1VOU1BFQ0lGSUVEEAASHQoZUkVTVUxUX1NPVVJDRV9UT09MX09VVFBVVBABEiEKHVJFU1VMVF9TT1VSQ0VfTU9ERUxfS05PV0xFREdFEAISFQoRUkVTVUxUX1NPVVJDRV9XRUIQA2IGcHJvdG8z", [file_google_protobuf_timestamp]);
+  fileDesc("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", [file_google_protobuf_timestamp]);
+
+/**
+ * A concrete output produced by an agent (code, command output, etc.).
+ *
+ * @generated from message llm_multiverse.v1.Artifact
+ */
+export type Artifact = Message<"llm_multiverse.v1.Artifact"> & {
+  /**
+   * Display name (filename, query, etc.)
+   *
+   * @generated from field: string label = 1;
+   */
+  label: string;
+
+  /**
+   * Full content
+   *
+   * @generated from field: string content = 2;
+   */
+  content: string;
+
+  /**
+   * @generated from field: llm_multiverse.v1.ArtifactType artifact_type = 3;
+   */
+  artifactType: ArtifactType;
+
+  /**
+   * language, path, tool_name, exit_code, etc.
+   *
+   * @generated from field: map<string, string> metadata = 4;
+   */
+  metadata: { [key: string]: string };
+};
+
+/**
+ * Describes the message llm_multiverse.v1.Artifact.
+ * Use `create(ArtifactSchema)` to create a new message.
+ */
+export const ArtifactSchema: GenMessage<Artifact> = /*@__PURE__*/
+  messageDesc(file_llm_multiverse_v1_common, 0);

 /**
 * Identifies a single agent in the lineage chain.
@@ -41,7 +81,7 @@ export type AgentIdentifier = Message<"llm_multiverse.v1.AgentIdentifier"> & {
 * Use `create(AgentIdentifierSchema)` to create a new message.
 */
 export const AgentIdentifierSchema: GenMessage<AgentIdentifier> = /*@__PURE__*/
-  messageDesc(file_llm_multiverse_v1_common, 0);
+  messageDesc(file_llm_multiverse_v1_common, 1);

 /**
 * Ordered chain of agents from orchestrator (index 0) to current agent.
@@ -61,7 +101,7 @@ export type AgentLineage = Message<"llm_multiverse.v1.AgentLineage"> & {
 * Use `create(AgentLineageSchema)` to create a new message.
 */
 export const AgentLineageSchema: GenMessage<AgentLineage> = /*@__PURE__*/
-  messageDesc(file_llm_multiverse_v1_common, 1);
+  messageDesc(file_llm_multiverse_v1_common, 2);

 /**
 * Carried in every gRPC request for audit trail and broker enforcement.
@@ -100,7 +140,7 @@ export type SessionContext = Message<"llm_multiverse.v1.SessionContext"> & {
 * Use `create(SessionContextSchema)` to create a new message.
 */
 export const SessionContextSchema: GenMessage<SessionContext> = /*@__PURE__*/
-  messageDesc(file_llm_multiverse_v1_common, 2);
+  messageDesc(file_llm_multiverse_v1_common, 3);

 /**
 * Structured error detail for gRPC error responses.
@@ -129,7 +169,7 @@ export type ErrorDetail = Message<"llm_multiverse.v1.ErrorDetail"> & {
 * Use `create(ErrorDetailSchema)` to create a new message.
 */
 export const ErrorDetailSchema: GenMessage<ErrorDetail> = /*@__PURE__*/
-  messageDesc(file_llm_multiverse_v1_common, 3);
+  messageDesc(file_llm_multiverse_v1_common, 4);

 /**
 * A candidate memory entry proposed by a subagent for persistence.
@@ -158,7 +198,56 @@ export type MemoryCandidate = Message<"llm_multiverse.v1.MemoryCandidate"> & {
 * Use `create(MemoryCandidateSchema)` to create a new message.
 */
 export const MemoryCandidateSchema: GenMessage<MemoryCandidate> = /*@__PURE__*/
-  messageDesc(file_llm_multiverse_v1_common, 4);
+  messageDesc(file_llm_multiverse_v1_common, 5);
+
+/**
+ * Inference statistics surfaced from model-gateway through the orchestrator.
+ *
+ * @generated from message llm_multiverse.v1.InferenceStats
+ */
+export type InferenceStats = Message<"llm_multiverse.v1.InferenceStats"> & {
+  /**
+   * Number of tokens in the prompt.
+   *
+   * @generated from field: uint32 prompt_tokens = 1;
+   */
+  promptTokens: number;
+
+  /**
+   * Number of tokens generated.
+   *
+   * @generated from field: uint32 completion_tokens = 2;
+   */
+  completionTokens: number;
+
+  /**
+   * Sum of prompt + completion tokens.
+   *
+   * @generated from field: uint32 total_tokens = 3;
+   */
+  totalTokens: number;
+
+  /**
+   * Model's maximum context length.
+   *
+   * @generated from field: uint32 context_window_size = 4;
+   */
+  contextWindowSize: number;
+
+  /**
+   * Generation throughput (tokens per second).
+   *
+   * @generated from field: float tokens_per_second = 5;
+   */
+  tokensPerSecond: number;
+};
+
+/**
+ * Describes the message llm_multiverse.v1.InferenceStats.
+ * Use `create(InferenceStatsSchema)` to create a new message.
+ */
+export const InferenceStatsSchema: GenMessage<InferenceStats> = /*@__PURE__*/
+  messageDesc(file_llm_multiverse_v1_common, 6);

 /**
 * Standardized return value from any subagent to its parent.
@@ -179,9 +268,11 @@ export type SubagentResult = Message<"llm_multiverse.v1.SubagentResult"> & {
  summary: string;

  /**
-   * @generated from field: repeated string artifacts = 3;
+   * Structured artifacts produced during the agent loop.
+   *
+   * @generated from field: repeated llm_multiverse.v1.Artifact artifacts = 3;
   */
-  artifacts: string[];
+  artifacts: Artifact[];

  /**
   * @generated from field: llm_multiverse.v1.ResultQuality result_quality = 4;
@@ -209,7 +300,7 @@ export type SubagentResult = Message<"llm_multiverse.v1.SubagentResult"> & {
 * Use `create(SubagentResultSchema)` to create a new message.
 */
 export const SubagentResultSchema: GenMessage<SubagentResult> = /*@__PURE__*/
-  messageDesc(file_llm_multiverse_v1_common, 5);
+  messageDesc(file_llm_multiverse_v1_common, 7);

 /**
 * Agent types with distinct tool permission manifests.
@@ -450,3 +541,49 @@ export enum ResultSource {
 export const ResultSourceSchema: GenEnum<ResultSource> = /*@__PURE__*/
  enumDesc(file_llm_multiverse_v1_common, 5);

+/**
+ * Type of artifact produced by an agent during its tool call loop.
+ *
+ * @generated from enum llm_multiverse.v1.ArtifactType
+ */
+export enum ArtifactType {
+  /**
+   * @generated from enum value: ARTIFACT_TYPE_UNSPECIFIED = 0;
+   */
+  UNSPECIFIED = 0,
+
+  /**
+   * Code written via fs_write
+   *
+   * @generated from enum value: ARTIFACT_TYPE_CODE = 1;
+   */
+  CODE = 1,
+
+  /**
+   * Plain text / file content from fs_read
+   *
+   * @generated from enum value: ARTIFACT_TYPE_TEXT = 2;
+   */
+  TEXT = 2,
+
+  /**
+   * Output from run_code / run_shell
+   *
+   * @generated from enum value: ARTIFACT_TYPE_COMMAND_OUTPUT = 3;
+   */
+  COMMAND_OUTPUT = 3,
+
+  /**
+   * Web search results
+   *
+   * @generated from enum value: ARTIFACT_TYPE_SEARCH_RESULT = 4;
+   */
+  SEARCH_RESULT = 4,
+}
+
+/**
+ * Describes the enum llm_multiverse.v1.ArtifactType.
+ */
+export const ArtifactTypeSchema: GenEnum<ArtifactType> = /*@__PURE__*/
+  enumDesc(file_llm_multiverse_v1_common, 6);
+
--- a/src/lib/proto/llm_multiverse/v1/orchestrator_pb.ts
+++ b/src/lib/proto/llm_multiverse/v1/orchestrator_pb.ts
@@ -4,7 +4,7 @@

 import type { GenEnum, GenFile, GenMessage, GenService } from "@bufbuild/protobuf/codegenv2";
 import { enumDesc, fileDesc, messageDesc, serviceDesc } from "@bufbuild/protobuf/codegenv2";
-import type { AgentType, OverrideLevel, SessionContext, SubagentResult, ToolType } from "./common_pb";
+import type { AgentType, InferenceStats, OverrideLevel, SessionContext, SubagentResult, ToolType } from "./common_pb";
 import { file_llm_multiverse_v1_common } from "./common_pb";
 import type { Message } from "@bufbuild/protobuf";

@@ -12,7 +12,7 @@ import type { Message } from "@bufbuild/protobuf";
 * Describes the file llm_multiverse/v1/orchestrator.proto.
 */
 export const file_llm_multiverse_v1_orchestrator: GenFile = /*@__PURE__*/
-  fileDesc("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", [file_llm_multiverse_v1_common]);
+  fileDesc("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", [file_llm_multiverse_v1_common]);

 /**
 * Per-session configuration for override control.
@@ -199,6 +199,13 @@ export type ProcessRequestResponse = Message<"llm_multiverse.v1.ProcessRequestRe
   * @generated from field: optional llm_multiverse.v1.SubagentResult final_result = 4;
   */
  finalResult?: SubagentResult;
+
+  /**
+   * Inference statistics from the model-gateway (on the final streamed message).
+   *
+   * @generated from field: optional llm_multiverse.v1.InferenceStats inference_stats = 5;
+   */
+  inferenceStats?: InferenceStats;
 };

 /**
--- a/src/lib/services/orchestrator.ts
+++ b/src/lib/services/orchestrator.ts
@@ -1,4 +1,4 @@
-import { createClient } from '@connectrpc/connect';
+import { createClient, ConnectError, Code } from '@connectrpc/connect';
 import { createGrpcWebTransport } from '@connectrpc/connect-web';
 import { OrchestratorService } from '$lib/proto/llm_multiverse/v1/orchestrator_pb';
 import type {
@@ -9,6 +9,7 @@ import { create } from '@bufbuild/protobuf';
 import { ProcessRequestRequestSchema } from '$lib/proto/llm_multiverse/v1/orchestrator_pb';
 import { connectionStore } from '$lib/stores/connection.svelte';
 import { toastStore } from '$lib/stores/toast.svelte';
+import { logger } from '$lib/utils/logger';

 /**
 * Application-level error wrapping gRPC status codes.
@@ -112,10 +113,35 @@ function backoffDelay(attempt: number): number {

 const MAX_RETRIES = 3;

+/**
+ * Map numeric Code enum values to lowercase string names matching GRPC_USER_MESSAGES keys.
+ */
+const CODE_TO_STRING: Record<number, string> = {
+	[Code.Canceled]: 'cancelled',
+	[Code.Unknown]: 'unknown',
+	[Code.InvalidArgument]: 'failed_precondition',
+	[Code.DeadlineExceeded]: 'deadline_exceeded',
+	[Code.NotFound]: 'not_found',
+	[Code.AlreadyExists]: 'already_exists',
+	[Code.PermissionDenied]: 'permission_denied',
+	[Code.ResourceExhausted]: 'resource_exhausted',
+	[Code.FailedPrecondition]: 'failed_precondition',
+	[Code.Aborted]: 'aborted',
+	[Code.OutOfRange]: 'failed_precondition',
+	[Code.Unimplemented]: 'unimplemented',
+	[Code.Internal]: 'internal',
+	[Code.Unavailable]: 'unavailable',
+	[Code.DataLoss]: 'data_loss',
+	[Code.Unauthenticated]: 'unauthenticated'
+};
+
 /**
 * Extract gRPC error code from an error, normalising to lowercase string.
 */
 function extractCode(err: unknown): string {
+	if (err instanceof ConnectError) {
+		return CODE_TO_STRING[err.code] ?? 'unknown';
+	}
 	if (err instanceof Error && 'code' in err) {
 		const raw = (err as { code: unknown }).code;
 		if (typeof raw === 'string') return raw.toLowerCase();
@@ -129,6 +155,14 @@ function extractCode(err: unknown): string {
 */
 function toOrchestratorError(err: unknown): OrchestratorError {
 	if (err instanceof OrchestratorError) return err;
+	if (err instanceof ConnectError) {
+		const code = extractCode(err);
+		const details = [
+			err.rawMessage,
+			err.cause ? String(err.cause) : ''
+		].filter(Boolean).join('; ');
+		return new OrchestratorError(friendlyMessage(code), code, details || undefined);
+	}
 	if (err instanceof Error) {
 		const code = extractCode(err);
 		return new OrchestratorError(friendlyMessage(code), code, err.message);
@@ -136,6 +170,13 @@ function toOrchestratorError(err: unknown): OrchestratorError {
 	return new OrchestratorError(friendlyMessage('unknown'), 'unknown');
 }

+/**
+ * Append a diagnostic code suffix to a message, e.g. "(code: unavailable)".
+ */
+function diagnosticSuffix(err: OrchestratorError): string {
+	return err.code && err.code !== 'unknown' ? ` (code: ${err.code})` : '';
+}
+
 /**
 * Send a request to the orchestrator and yield streaming responses.
 *
@@ -158,6 +199,11 @@ export async function* processRequest(
 		sessionConfig
 	});

+	logger.debug('orchestrator', 'processRequest', {
+		sessionId,
+		messageLength: userMessage.length
+	});
+
 	let lastError: OrchestratorError | null = null;

 	for (let attempt = 0; attempt <= MAX_RETRIES; attempt++) {
@@ -169,6 +215,11 @@ export async function* processRequest(
 		if (attempt > 0) {
 			connectionStore.setReconnecting();
 			const delay = backoffDelay(attempt - 1);
+			logger.warn('orchestrator', `Retry attempt ${attempt}/${MAX_RETRIES}`, {
+				sessionId,
+				previousCode: lastError?.code,
+				delay
+			});
 			await sleep(delay);
 		}

@@ -178,9 +229,11 @@ export async function* processRequest(
 				connectionStore.reportSuccess();
 				yield response;
 			}
+			logger.debug('orchestrator', 'Stream completed', { sessionId });
 			// Completed successfully — no retry needed
 			return;
 		} catch (err: unknown) {
+			logger.grpcError('orchestrator', `Request failed (attempt ${attempt + 1}/${MAX_RETRIES + 1})`, err);
 			lastError = toOrchestratorError(err);
 			const code = lastError.code;

@@ -192,7 +245,12 @@ export async function* processRequest(

 			// Non-transient or exhausted retries
 			connectionStore.reportFailure();
-			toastStore.addToast({ message: lastError.message, type: 'error' });
+			const suffix = diagnosticSuffix(lastError);
+			logger.error('orchestrator', 'Request failed permanently', {
+				code: lastError.code,
+				details: lastError.details
+			});
+			toastStore.addToast({ message: lastError.message + suffix, type: 'error' });
 			throw lastError;
 		}
 	}
--- a/src/lib/stores/audit.svelte.ts
+++ b/src/lib/stores/audit.svelte.ts
@@ -1,5 +1,4 @@
 import { SvelteMap } from 'svelte/reactivity';
-import { getSampleAuditData } from '$lib/data/sampleData';

 export type AuditEventType = 'state_change' | 'tool_invocation' | 'error' | 'message';

@@ -44,15 +43,6 @@ function saveEvents(events: SvelteMap<string, AuditEvent[]>) {
 function createAuditStore() {
 	const events = $state<SvelteMap<string, AuditEvent[]>>(loadEvents());

-	// Seed sample data if store is empty
-	if (events.size === 0) {
-		const samples = getSampleAuditData();
-		for (const [id, evts] of samples) {
-			events.set(id, evts);
-		}
-		saveEvents(events);
-	}
-
 	function addEvent(
 		sessionId: string,
 		event: Omit<AuditEvent, 'id' | 'sessionId' | 'timestamp'>
--- a/src/lib/stores/memory.svelte.ts
+++ b/src/lib/stores/memory.svelte.ts
@@ -1,6 +1,5 @@
 import { SvelteMap } from 'svelte/reactivity';
 import { ResultSource } from '$lib/proto/llm_multiverse/v1/common_pb';
-import { getSampleMemoryData } from '$lib/data/sampleData';

 export interface StoredMemoryCandidate {
 	content: string;
@@ -14,9 +13,11 @@ export interface SessionMemory {
 }

 const STORAGE_KEY = 'llm-multiverse-memory-candidates';
+const SAMPLE_CLEANUP_KEY = 'llm-multiverse-sample-data-cleaned';

 function loadMemory(): SvelteMap<string, StoredMemoryCandidate[]> {
 	if (typeof localStorage === 'undefined') return new SvelteMap();
+	_cleanupSampleData();
 	try {
 		const raw = localStorage.getItem(STORAGE_KEY);
 		if (!raw) return new SvelteMap();
@@ -27,6 +28,29 @@ function loadMemory(): SvelteMap<string, StoredMemoryCandidate[]> {
 	}
 }

+/** One-time removal of previously seeded sample sessions. */
+function _cleanupSampleData() {
+	if (typeof localStorage === 'undefined') return;
+	if (localStorage.getItem(SAMPLE_CLEANUP_KEY)) return;
+	try {
+		const raw = localStorage.getItem(STORAGE_KEY);
+		if (raw) {
+			const arr: [string, unknown[]][] = JSON.parse(raw);
+			const filtered = arr.filter(([id]) => !id.startsWith('session-demo-'));
+			localStorage.setItem(STORAGE_KEY, JSON.stringify(filtered));
+		}
+		// Also clean audit store
+		const auditKey = 'llm-multiverse-audit-events';
+		const auditRaw = localStorage.getItem(auditKey);
+		if (auditRaw) {
+			const arr: [string, unknown[]][] = JSON.parse(auditRaw);
+			const filtered = arr.filter(([id]) => !id.startsWith('session-demo-'));
+			localStorage.setItem(auditKey, JSON.stringify(filtered));
+		}
+	} catch { /* ignore */ }
+	localStorage.setItem(SAMPLE_CLEANUP_KEY, '1');
+}
+
 function saveMemory(memory: SvelteMap<string, StoredMemoryCandidate[]>) {
 	if (typeof localStorage === 'undefined') return;
 	localStorage.setItem(STORAGE_KEY, JSON.stringify([...memory.entries()]));
@@ -35,15 +59,6 @@ function saveMemory(memory: SvelteMap<string, StoredMemoryCandidate[]>) {
 function createMemoryStore() {
 	const memory = $state<SvelteMap<string, StoredMemoryCandidate[]>>(loadMemory());

-	// Seed sample data if store is empty
-	if (memory.size === 0) {
-		const samples = getSampleMemoryData();
-		for (const [id, candidates] of samples) {
-			memory.set(id, candidates);
-		}
-		saveMemory(memory);
-	}
-
 	function addCandidates(sessionId: string, candidates: StoredMemoryCandidate[]) {
 		if (candidates.length === 0) return;
 		const existing = memory.get(sessionId) ?? [];
--- a/src/lib/types/lineage.ts
+++ b/src/lib/types/lineage.ts
@@ -151,52 +151,3 @@ export function buildLineageTree(agents: SimpleAgentIdentifier[]): LineageNode[]
 	return roots;
 }

-/**
- * Returns sample/demo lineage data for visualization development.
- * This will be replaced with real API data when available.
- */
-export function getSampleLineageData(): SimpleAgentIdentifier[] {
-	return [
-		{
-			agentId: 'orch-001',
-			agentType: AgentType.ORCHESTRATOR,
-			spawnDepth: 0
-		},
-		{
-			agentId: 'research-001',
-			agentType: AgentType.RESEARCHER,
-			spawnDepth: 1,
-			parentId: 'orch-001'
-		},
-		{
-			agentId: 'coder-001',
-			agentType: AgentType.CODER,
-			spawnDepth: 1,
-			parentId: 'orch-001'
-		},
-		{
-			agentId: 'sysadmin-001',
-			agentType: AgentType.SYSADMIN,
-			spawnDepth: 1,
-			parentId: 'orch-001'
-		},
-		{
-			agentId: 'assist-001',
-			agentType: AgentType.ASSISTANT,
-			spawnDepth: 2,
-			parentId: 'research-001'
-		},
-		{
-			agentId: 'coder-002',
-			agentType: AgentType.CODER,
-			spawnDepth: 2,
-			parentId: 'coder-001'
-		},
-		{
-			agentId: 'research-002',
-			agentType: AgentType.RESEARCHER,
-			spawnDepth: 3,
-			parentId: 'coder-002'
-		}
-	];
-}
--- a/src/lib/utils/logger.ts
+++ b/src/lib/utils/logger.ts
@@ -0,0 +1,60 @@
+/**
+ * Lightweight dev-mode logging utility.
+ * All diagnostic logging flows through this module.
+ */
+
+import { ConnectError } from '@connectrpc/connect';
+
+declare global {
+	var __LLM_DEBUG: boolean | undefined;
+}
+
+function isDebugEnabled(): boolean {
+	return import.meta.env.DEV || globalThis.__LLM_DEBUG === true;
+}
+
+function fmt(tag: string, message: string): string {
+	return `[${tag}] ${message}`;
+}
+
+export const logger = {
+	debug(tag: string, message: string, ...data: unknown[]): void {
+		if (isDebugEnabled()) {
+			console.debug(fmt(tag, message), ...data);
+		}
+	},
+
+	info(tag: string, message: string, ...data: unknown[]): void {
+		if (isDebugEnabled()) {
+			console.info(fmt(tag, message), ...data);
+		}
+	},
+
+	warn(tag: string, message: string, ...data: unknown[]): void {
+		if (isDebugEnabled()) {
+			console.warn(fmt(tag, message), ...data);
+		}
+	},
+
+	error(tag: string, message: string, ...data: unknown[]): void {
+		if (isDebugEnabled()) {
+			console.error(fmt(tag, message), ...data);
+		}
+	},
+
+	/** Always logs regardless of debug toggle. Destructures ConnectError fields. */
+	grpcError(tag: string, label: string, err: unknown): void {
+		if (err instanceof ConnectError) {
+			console.error(fmt(tag, label), {
+				code: err.code,
+				rawMessage: err.rawMessage,
+				cause: err.cause,
+				metadata: Object.fromEntries(err.metadata.entries())
+			});
+		} else if (err instanceof Error) {
+			console.error(fmt(tag, label), { message: err.message });
+		} else {
+			console.error(fmt(tag, label), err);
+		}
+	}
+};
--- a/src/routes/audit/+page.svelte
+++ b/src/routes/audit/+page.svelte
@@ -40,7 +40,7 @@
 </script>

 <div class="flex h-screen flex-col overflow-hidden bg-gray-50 dark:bg-gray-900">
-	<PageHeader title="Audit Log" backHref={chatHref} showSampleBadge />
+	<PageHeader title="Audit Log" backHref={chatHref} />

 	<!-- Filters -->
 	<div class="border-b border-gray-200 dark:border-gray-700 bg-white dark:bg-gray-900 px-4 py-3 md:px-6">
--- a/src/routes/chat/+page.svelte
+++ b/src/routes/chat/+page.svelte
@@ -12,6 +12,7 @@
 	import OrchestrationProgress from '$lib/components/OrchestrationProgress.svelte';
 	import ThinkingSection from '$lib/components/ThinkingSection.svelte';
 	import FinalResult from '$lib/components/FinalResult.svelte';
+	import InferenceStatsPanel from '$lib/components/InferenceStatsPanel.svelte';
 	import SessionSidebar from '$lib/components/SessionSidebar.svelte';
 	import ConfigSidebar from '$lib/components/ConfigSidebar.svelte';
 	import ThemeToggle from '$lib/components/ThemeToggle.svelte';
@@ -19,7 +20,7 @@
 	import { onMount, untrack } from 'svelte';
 	import { sessionStore } from '$lib/stores/sessions.svelte';
 	import { isNonDefaultConfig } from '$lib/utils/sessionConfig';
-	import { createOrchestration } from '$lib/composables/useOrchestration.svelte';
+	import { orchestrationStore as orchestration } from '$lib/composables/useOrchestration.svelte';

 	let messages: ChatMessage[] = $state([]);
 	let initialized = $state(false);
@@ -31,8 +32,6 @@
 	const lineageHref = resolveRoute('/lineage');
 	const memoryHref = resolveRoute('/memory');
 	const auditHref = resolveRoute('/audit');
-
-	const orchestration = createOrchestration();
 	const hasNonDefaultConfig = $derived(isNonDefaultConfig(sessionConfig));

 	function navigateToSession(sessionId: string, replace = false) {
@@ -191,6 +190,10 @@
 			<FinalResult result={orchestration.finalResult} />
 		{/if}

+		{#if orchestration.inferenceStats && !orchestration.isStreaming}
+			<InferenceStatsPanel stats={orchestration.inferenceStats} />
+		{/if}
+
 		{#if orchestration.error}
 			<div class="mx-4 mb-2 flex items-center justify-between gap-3 rounded-lg bg-red-50 dark:bg-red-900/30 px-4 py-2 text-sm text-red-600 dark:text-red-400">
 				<span>{orchestration.error}</span>
--- a/src/routes/lineage/+page.svelte
+++ b/src/routes/lineage/+page.svelte
@@ -7,7 +7,6 @@
 	import type { LineageNode, SimpleAgentIdentifier } from '$lib/types/lineage';
 	import {
 		buildLineageTree,
-		getSampleLineageData,
 		agentTypeLabel,
 		agentTypeColor
 	} from '$lib/types/lineage';
@@ -15,7 +14,7 @@

 	const chatHref = resolveRoute('/chat');

-	let agents: SimpleAgentIdentifier[] = $state(getSampleLineageData());
+	let agents: SimpleAgentIdentifier[] = $state([]);
 	let treeNodes: LineageNode[] = $derived(buildLineageTree(agents));
 	let selectedNode: LineageNode | null = $state(null);

@@ -34,7 +33,7 @@
 </script>

 <div class="flex h-screen flex-col overflow-hidden bg-gray-50 dark:bg-gray-900">
-	<PageHeader title="Agent Lineage" backHref={chatHref} showSampleBadge />
+	<PageHeader title="Agent Lineage" backHref={chatHref} />

 	<div class="flex flex-1 flex-col md:flex-row overflow-hidden">
 		<!-- Main tree area -->
--- a/src/routes/memory/+page.svelte
+++ b/src/routes/memory/+page.svelte
@@ -39,7 +39,7 @@
 </script>

 <div class="flex h-screen flex-col overflow-hidden bg-gray-50 dark:bg-gray-900">
-	<PageHeader title="Memory Candidates" backHref={chatHref} showSampleBadge />
+	<PageHeader title="Memory Candidates" backHref={chatHref} />

 	<!-- Filters -->
 	<div class="border-b border-gray-200 dark:border-gray-700 bg-white dark:bg-gray-900 px-4 py-3 md:px-6">
--- a/vite.config.ts
+++ b/vite.config.ts
@@ -3,5 +3,13 @@ import tailwindcss from '@tailwindcss/vite';
 import { defineConfig } from 'vite';

 export default defineConfig({
-	plugins: [tailwindcss(), sveltekit()]
+	plugins: [tailwindcss(), sveltekit()],
+	server: {
+		proxy: {
+			'/llm_multiverse.v1.OrchestratorService': {
+				target: 'http://localhost:8080',
+				changeOrigin: true
+			}
+		}
+	}
 });
Author	SHA1	Message	Date
shahondin1624	6f83311d94	Merge pull request 'feat: display inference statistics in chat UI' (#45 ) from feature/issue-43-inference-stats into main Merge pull request 'feat: display inference statistics in chat UI' (#45)	2026-03-13 14:50:35 +01:00
shahondin1624	36731aac1d	chore: mark issue #43 plan as COMPLETED Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>	2026-03-13 14:46:47 +01:00
shahondin1624	3d85cc6b8c	feat: add aria attributes to context utilization progress bar Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>	2026-03-13 14:46:35 +01:00
shahondin1624	52eaf661c4	feat: display inference statistics in chat UI Add InferenceStats proto message and InferenceStatsPanel component that displays token counts, throughput, and context window utilization as a collapsible panel below assistant messages after orchestration completes. Closes #43 Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>	2026-03-13 14:44:12 +01:00
shahondin1624	e93158f670	Merge pull request 'feat: structured artifact rendering, UX improvements' (#44 ) from feat/structured-artifact-passthrough into main	2026-03-12 23:14:28 +01:00
shahondin1624	2c6c961e08	feat: structured artifact rendering, UX improvements - Render structured artifacts from agent results with type-aware formatting: code blocks with syntax highlighting and copy button, terminal-style command output, search result cards, and text findings - Make FinalResult panel collapsible (default collapsed) with scrollable content (max-h-96) to prevent dominating the chat view - Add clickable URL detection in summaries and artifact content - Fix code block contrast for both light and dark mode - Animate progress bar with pulse ring on active step and gradient shimmer on connecting lines - Fix tab-switching bug: use module-level orchestrationStore singleton so orchestration state survives route navigation - Remove sample/demo data seeding and clean up persisted localStorage entries from previous sample sessions - Remove showSampleBadge prop from PageHeader - Regenerate proto types for new Artifact message and ArtifactType enum - Update README project structure (remove deleted data/ directory) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>	2026-03-12 23:13:33 +01:00