Files
homarr/packages/custom-widgets/scripts/ai-assistant-evaluation.ts
T
Thomas 5e23659d99 feat(assistant): optimize MCP and custom widget authoring (#6743)
* feat(assistant): optimize MCP and custom widget authoring

* fix(assistant): isolate server-safe JSX analyzer

* refactor(assistant): generate MCP tool staging

* fix(assistant): preserve widget placement follow-up

* fix(ci): allow fast gate to finish

* fix(custom-widgets): address review findings

* fix(custom-widgets): split preview evidence module

* style: format assistant custom widget files

* fix(custom-widgets): sync formatted skill schema
2026-08-30 23:43:29 +02:00

1492 lines
58 KiB
TypeScript

import { mkdir, writeFile } from "node:fs/promises";
import path from "node:path";
import { z } from "zod/v4";
import {
findCustomWidgetComponents,
getCustomWidgetContextRequestKey,
getCustomWidgetSkillEntrypoint,
getCustomWidgetSkillReference,
getCustomWidgetComponent,
getCustomWidgetComponentCatalog,
getCustomWidgetComponents,
getCustomWidgetExample,
getCustomWidgetSharedProps,
} from "../src/core/authoring-resources";
import {
customWidgetAuthoringDefinitionSchema,
customWidgetDefinitionSchema,
normalizeCustomJsxAuthoringTemplate,
normalizeCustomWidgetAuthoringDefinition,
} from "../src/core/custom-jsx-schema";
import { normalizeCustomWidgetLifecycleToolInput } from "../src/core/assistant-tool-input";
import { getCustomWidgetPhaseToolNames } from "../src/core/assistant-authoring-phase";
import {
appendActiveCustomWidgetToolInstruction,
selectSequentialCustomWidgetToolCalls,
} from "../src/core/assistant-tool-step";
import type { HomarrCustomWidgetV2 } from "../src/core/custom-jsx-schema";
import { CUSTOM_WIDGET_ASSISTANT_POLICY, CUSTOM_WIDGET_TOOL_STAGING_INSTRUCTION } from "../src/core/ai-prompt";
import { getCustomWidgetJsonSchema } from "../src/core/schema";
import { addCustomJsxDiagnosticSourceExcerpts, validateCustomJsxTemplate } from "../src/jsx";
import type { CustomWidgetAiEvaluationCase } from "./ai-evaluation-cases";
import {
DEFAULT_GENERATOR_MODEL,
getAiProviderChatCompletionsUrl,
getDeterministicEvaluationMatches,
getDeterministicEvaluationSuiteIssues,
judgePasses,
parseJudgeResult,
requestCustomWidgetJudge,
} from "./ai-evaluation";
import type { CustomWidgetJudgeResult } from "./ai-evaluation";
const MAX_ASSISTANT_STEPS = 40;
const defaultAssistantEvaluationMaxOutputTokens = 32_768;
export const assistantEvaluationToolRequestOptions = {
tool_choice: "auto",
parallel_tool_calls: false,
} as const;
export const assistantEvaluationReasoningOptions = { effort: "medium", exclude: true } as const;
export function getAssistantEvaluationMaxOutputTokens(configuredValue: string | undefined) {
if (configuredValue === undefined) return defaultAssistantEvaluationMaxOutputTokens;
const configured = Number(configuredValue);
if (!Number.isInteger(configured) || configured <= 0) return defaultAssistantEvaluationMaxOutputTokens;
return Math.min(defaultAssistantEvaluationMaxOutputTokens, Math.max(4_096, configured));
}
interface OpenRouterToolCall {
id: string;
type: "function";
function: { name: string; arguments: string };
}
interface OpenRouterAssistantMessage {
role: "assistant";
content: string | null;
tool_calls?: OpenRouterToolCall[];
}
type OpenRouterMessage =
| { role: "system" | "user"; content: string }
| OpenRouterAssistantMessage
| { role: "tool"; tool_call_id: string; content: string };
const assistantEvaluationContextMaxCharacters = 48_000;
const reloadableEvaluationToolNames = new Set([
"customWidget_schema",
"customWidget_getComponentCatalog",
"customWidget_findComponents",
"customWidget_getComponent",
"customWidget_getComponents",
"customWidget_getSharedProps",
"customWidget_getExample",
]);
const validationEvaluationToolNames = new Set(["customWidget_validateTemplate"]);
const previewEvaluationToolNames = new Set([
"customWidget_previewCreate",
"customWidget_previewReviseTemplate",
"customWidget_previewQuery",
"customWidget_previewAction",
"customWidget_previewJournal",
]);
const getEvaluationToolRetentionSteps = (toolName: string) => {
if (reloadableEvaluationToolNames.has(toolName)) return 2;
if (validationEvaluationToolNames.has(toolName)) return 1;
if (previewEvaluationToolNames.has(toolName)) return 3;
return null;
};
export function compactAssistantEvaluationMessages(
messages: OpenRouterMessage[],
maxCharacters = assistantEvaluationContextMaxCharacters,
) {
if (JSON.stringify(messages).length <= maxCharacters) return messages;
const assistantMessageIndexes = messages.flatMap((message, index) =>
message.role === "assistant" && message.tool_calls?.length ? [index] : [],
);
const assistantStepByMessageIndex = new Map(
assistantMessageIndexes.map((messageIndex, step) => [messageIndex, step]),
);
const lastAssistantStep = assistantMessageIndexes.length - 1;
const removedToolCallIds = new Set<string>();
const compacted: OpenRouterMessage[] = [];
for (const [messageIndex, message] of messages.entries()) {
if (message.role === "tool") {
if (!removedToolCallIds.has(message.tool_call_id)) compacted.push(message);
continue;
}
if (message.role !== "assistant" || !message.tool_calls?.length) {
compacted.push(message);
continue;
}
const assistantStep = assistantStepByMessageIndex.get(messageIndex) ?? lastAssistantStep;
const toolCalls = message.tool_calls.filter((toolCall) => {
const retentionSteps = getEvaluationToolRetentionSteps(toolCall.function.name);
const keep = retentionSteps === null || lastAssistantStep - assistantStep < retentionSteps;
if (!keep) removedToolCallIds.add(toolCall.id);
return keep;
});
if (toolCalls.length > 0 || (message.content ?? "").trim()) {
compacted.push({ ...message, tool_calls: toolCalls.length > 0 ? toolCalls : undefined });
}
}
return compacted;
}
interface OpenRouterResponse {
choices?: Array<{ message?: OpenRouterAssistantMessage }>;
error?: { message?: string };
usage?: {
prompt_tokens?: number;
completion_tokens?: number;
total_tokens?: number;
};
}
interface ToolDefinition {
type: "function";
function: {
name: string;
description: string;
parameters: Record<string, unknown>;
};
}
interface PreviewState {
widget: HomarrCustomWidgetV2;
signature: string;
revision: number;
testedQueries: Set<string>;
testedActions: Set<string>;
journal: Array<{
requestId: string;
kind: "query" | "action";
method: string;
path: string;
status: number | null;
simulated: boolean;
}>;
}
export const getRequiredAssistantEvaluationRequestParams = (request: HomarrCustomWidgetV2["requests"][string]) => {
const serialized = JSON.stringify(request);
return [
...new Set([
...Array.from(serialized.matchAll(/\{param:([^}]+)\}/gu), (match) => match[1]).filter(
(name): name is string => name !== undefined,
),
...Array.from(serialized.matchAll(/"\$param":"([^"]+)"/gu), (match) => match[1]).filter(
(name): name is string => name !== undefined,
),
]),
];
};
export const getAssistantEvaluationPreviewResponse = (
testCase: CustomWidgetAiEvaluationCase,
request: HomarrCustomWidgetV2["requests"][string],
) =>
testCase.previewResponses?.find(
({ pathIncludes, kind, method }) =>
request.path.includes(pathIncludes) &&
(kind === undefined || request.kind === kind) &&
(method === undefined || request.method === method),
)?.response ?? testCase.sampleResponse;
interface AssistantEvaluationToolCall {
name: string;
input: Record<string, unknown>;
output: unknown;
inputCharacters: number;
outputCharacters: number;
phaseLimited: boolean;
}
export interface AssistantAttemptState {
calledTools: string[];
toolCalls: AssistantEvaluationToolCall[];
validatedTemplates: Set<string>;
previews: Map<string, PreviewState>;
completedPreviewSignatures: Set<string>;
createdPreviewIds: Set<string>;
createdWidgets: HomarrCustomWidgetV2[];
modelInputTokens: number;
modelOutputTokens: number;
finalText: string;
failure: string | null;
retryFeedback: string[];
}
export interface CustomWidgetAssistantEvaluationResult {
caseId: string;
attempts: number;
widget: HomarrCustomWidgetV2 | null;
judge: CustomWidgetJudgeResult | null;
outputDirectory: string;
errors: string[];
calledTools: string[];
widgets: HomarrCustomWidgetV2[];
judges: CustomWidgetJudgeResult[];
efficiency: {
toolCalls: number;
toolInputCharacters: number;
toolOutputCharacters: number;
modelInputTokens: number;
modelOutputTokens: number;
};
}
const objectSchema = (properties: Record<string, unknown>, required: string[] = []) => ({
type: "object",
properties,
required,
additionalProperties: false,
});
const isRecord = (value: unknown): value is Record<string, unknown> =>
typeof value === "object" && value !== null && !Array.isArray(value);
export const customWidgetAssistantEvaluationToolDefinitions: ToolDefinition[] = [
{
type: "function",
function: {
name: "web_search",
description:
"Search current primary API documentation when the user did not supply a verified contract. Use one focused search per service and reuse its result across a widget set.",
parameters: objectSchema({ query: { type: "string", minLength: 2, maxLength: 240 } }, ["query"]),
},
},
{
type: "function",
function: {
name: "customWidget_getSkill",
description:
"Load the compact installed Custom Widget skill entrypoint and reference index. Call this before authoring.",
parameters: objectSchema({}),
},
},
{
type: "function",
function: {
name: "customWidget_schema",
description: "Get the authoritative installed Homarr Custom Widget v2 JSON Schema.",
parameters: objectSchema({}),
},
},
{
type: "function",
function: {
name: "customWidget_getReference",
description:
"Load one named installed reference only when needed: schema for manifest syntax, runtime for interactions, or security for authentication and interpreter constraints.",
parameters: objectSchema({ name: { type: "string", enum: ["schema", "runtime", "security"] } }, ["name"]),
},
},
{
type: "function",
function: {
name: "customWidget_getComponentCatalog",
description:
"Get the compact catalog of supported JSX components, shared props, and example IDs before selecting component documentation.",
parameters: objectSchema({}),
},
},
{
type: "function",
function: {
name: "customWidget_findComponents",
description:
"Find a small release-matched component subset by name or capability. Prefer this over the complete catalog when the intended UI is known.",
parameters: objectSchema(
{
query: { type: "string", minLength: 2, maxLength: 240 },
limit: { type: "number", minimum: 1, maximum: 16 },
},
["query"],
),
},
},
{
type: "function",
function: {
name: "customWidget_getComponents",
description:
"Get compact installed documentation for up to eight selected Custom JSX components in one batch. Full single-component details remain available for a concrete unresolved prop or repair.",
parameters: objectSchema({ names: { type: "array", items: { type: "string" }, minItems: 1, maxItems: 8 } }, [
"names",
]),
},
},
{
type: "function",
function: {
name: "customWidget_getComponent",
description:
"Get one installed Custom JSX component document to resolve a concrete repair. Prefer customWidget_getComponents for a planned set.",
parameters: objectSchema({ name: { type: "string" } }, ["name"]),
},
},
{
type: "function",
function: {
name: "customWidget_getSharedProps",
description: "Get installed documentation for only the named shared Custom JSX props.",
parameters: objectSchema({ names: { type: "array", items: { type: "string" }, minItems: 1, maxItems: 64 } }, [
"names",
]),
},
},
{
type: "function",
function: {
name: "customWidget_getExample",
description:
"Optionally get one installed Custom JSX example by catalog ID before requesting any component documentation.",
parameters: objectSchema({ name: { type: "string" } }, ["name"]),
},
},
{
type: "function",
function: {
name: "customWidget_validateTemplate",
description:
"Validate JSX without resending the manifest. Pass templateLines only and reuse those exact lines in the preview definition.",
parameters: objectSchema(
{ templateLines: { type: "array", items: { type: "string" }, minItems: 1, maxItems: 2_000 } },
["templateLines"],
),
},
},
{
type: "function",
function: {
name: "customWidget_previewCreate",
description:
"Fully validate a coherent complete definition and create its preview. Pass definition directly as an object, never serialized JSON. Returns every query and action that needs evidence.",
parameters: objectSchema(
{
definition: { type: "object", additionalProperties: true },
secrets: { type: "array", items: { type: "object" }, maxItems: 0 },
},
["definition"],
),
},
},
{
type: "function",
function: {
name: "customWidget_previewReviseTemplate",
description:
"Replace only the validated JSX template in an existing preview after inspecting response evidence. Inherits the manifest, resets evidence, and avoids resending sources, requests, and options.",
parameters: objectSchema(
{
sessionId: { type: "string" },
templateLines: { type: "array", items: { type: "string" }, minItems: 1, maxItems: 2_000 },
},
["sessionId", "templateLines"],
),
},
},
{
type: "function",
function: {
name: "customWidget_previewAction",
description:
"Simulate one action returned by previewCreate.actions with representative parameters. Verify its confirmation, permission, and invalidation metadata.",
parameters: objectSchema(
{
sessionId: { type: "string" },
requestId: { type: "string" },
params: { type: "object", additionalProperties: true },
confirmed: { type: "boolean" },
},
["sessionId", "requestId"],
),
},
},
{
type: "function",
function: {
name: "customWidget_previewJournal",
description: "Read the redacted preview request journal when query or action routing needs inspection.",
parameters: objectSchema({ sessionId: { type: "string" } }, ["sessionId"]),
},
},
{
type: "function",
function: {
name: "customWidget_previewQuery",
description:
"Execute one query from a preview against the evaluation fixture. Call once for every query returned by previewCreate.",
parameters: objectSchema(
{
sessionId: { type: "string" },
requestId: { type: "string" },
params: { type: "object", additionalProperties: true },
},
["sessionId", "requestId"],
),
},
},
{
type: "function",
function: {
name: "customWidget_createFromPreview",
description: "Persist the exact final tested preview. Every query in that preview must have succeeded first.",
parameters: objectSchema({ previewSessionId: { type: "string" } }, ["previewSessionId"]),
},
},
];
const initiallyActiveAssistantEvaluationTools = new Set(["web_search", "customWidget_getSkill"]);
const maxFocusedComponentSearchesPerPhase = 4;
const customWidgetContextToolBudgets: Readonly<Record<string, number>> = {
customWidget_findComponents: maxFocusedComponentSearchesPerPhase,
customWidget_getComponents: 1,
customWidget_getComponent: 2,
customWidget_getSharedProps: 1,
customWidget_getExample: 1,
};
export const getActiveAssistantEvaluationToolDefinitions = (state: AssistantAttemptState) => {
const availableNames = customWidgetAssistantEvaluationToolDefinitions.map(
({ function: definition }) => definition.name,
);
const steps = state.toolCalls.map((toolCall) => ({
toolResults: [{ toolName: toolCall.name, output: toolCall.output }],
}));
const phaseToolNames = getCustomWidgetPhaseToolNames(availableNames, steps);
const activeToolNames = new Set(phaseToolNames ?? initiallyActiveAssistantEvaluationTools);
return customWidgetAssistantEvaluationToolDefinitions.filter(({ function: definition }) =>
activeToolNames.has(definition.name),
);
};
export function executeActiveAssistantEvaluationTool(
testCase: CustomWidgetAiEvaluationCase,
state: AssistantAttemptState,
name: string,
input: Record<string, unknown>,
) {
const activeTools = getActiveAssistantEvaluationToolDefinitions(state).map(
({ function: definition }) => definition.name,
);
if (!activeTools.includes(name)) {
return {
error: `Tool '${name}' is not active in the current authoring phase.`,
activeTools,
};
}
return executeAssistantEvaluationTool(testCase, state, name, input);
}
const getDefinitionSignature = (widget: HomarrCustomWidgetV2) => JSON.stringify(widget);
const getContextToolCallsInCurrentPhase = (state: AssistantAttemptState, toolName: string) => {
const lastValidationIndex = state.toolCalls.findLastIndex(
(toolCall) => toolCall.name === "customWidget_validateTemplate",
);
return state.toolCalls
.slice(lastValidationIndex + 1)
.filter((toolCall) => toolCall.name === toolName && !toolCall.phaseLimited).length;
};
const getContextPhaseCompleteOutput = (toolName: string) => ({
phaseComplete: true as const,
...(toolName === "customWidget_findComponents" || toolName === "customWidget_getComponents"
? { components: [] }
: {}),
...(toolName === "customWidget_getSharedProps" ? { props: [], notFound: [] } : {}),
nextStep:
"Context retrieval is complete for this phase. Use accumulated results and call customWidget_validateTemplate. A failed validation reopens focused retrieval.",
});
function parseDefinition(value: unknown) {
if (typeof value === "string") {
try {
value = JSON.parse(value);
} catch (error) {
const detail = error instanceof Error ? ` ${error.message}` : "";
return {
success: false as const,
issues: [
{
path: "definition",
code: "invalid_json",
message: `Pass definition directly as an object, never serialized JSON.${detail}`,
},
],
};
}
}
const authoring = customWidgetAuthoringDefinitionSchema.safeParse(value);
if (!authoring.success) {
return {
success: false as const,
issues: authoring.error.issues.map((issue) => ({
path: issue.path.map(String).join("."),
code: issue.code,
message: issue.message,
})),
};
}
try {
return { success: true as const, widget: normalizeCustomWidgetAuthoringDefinition(authoring.data) };
} catch (error) {
if (!(error instanceof z.ZodError)) throw error;
return {
success: false as const,
issues: error.issues.map((issue) => ({
path: issue.path.map(String).join("."),
code: issue.code,
message: issue.message,
})),
};
}
}
const getTemplateFromInput = (input: Record<string, unknown>) => {
const templateString = typeof input.template === "string" ? input.template : null;
const templateLines =
Array.isArray(input.templateLines) && input.templateLines.every((line) => typeof line === "string")
? input.templateLines
: null;
if (templateString !== null && templateLines !== null) {
return { success: false as const, error: "Provide template or templateLines, not both" };
}
const rawTemplate = templateString ?? templateLines?.join("\n");
if (rawTemplate === undefined || rawTemplate === null) {
return { success: false as const, error: "Provide template or templateLines" };
}
const template = normalizeCustomJsxAuthoringTemplate(rawTemplate);
return { success: true as const, template, normalizedCharacters: rawTemplate.length - template.length };
};
const getRequestParams = (input: Record<string, unknown>) => {
if (typeof input.params !== "object" || input.params === null || Array.isArray(input.params)) return {};
return input.params as Record<string, unknown>;
};
const getMissingRequestParams = (request: HomarrCustomWidgetV2["requests"][string], input: Record<string, unknown>) => {
const params = getRequestParams(input);
return getRequiredAssistantEvaluationRequestParams(request).filter(
(paramName) => !(paramName in params) || params[paramName] === null || params[paramName] === "",
);
};
const isPreviewComplete = (preview: PreviewState) =>
Object.entries(preview.widget.requests).every(([requestId, request]) => {
if (request.kind === "query") return preview.testedQueries.has(requestId);
return preview.testedActions.has(requestId);
});
const rememberCompletedPreview = (state: AssistantAttemptState, preview: PreviewState) => {
if (isPreviewComplete(preview)) state.completedPreviewSignatures.add(preview.signature);
};
const getAssistantEvaluationPreviewChecklist = (widget: HomarrCustomWidgetV2) => ({
queries: Object.entries(widget.requests).flatMap(([requestId, request]) => {
if (request.kind !== "query") return [];
return [
{
requestId,
trigger: request.trigger,
requiredParams: getRequiredAssistantEvaluationRequestParams(request),
},
];
}),
actions: Object.entries(widget.requests).flatMap(([requestId, request]) => {
if (request.kind !== "action") return [];
return [
{
requestId,
method: request.method,
requiredParams: getRequiredAssistantEvaluationRequestParams(request),
minimumBoardPermission: request.permission,
confirmation: request.confirmation,
invalidates: request.invalidates ?? [],
},
];
}),
});
const executeAssistantEvaluationToolCore = (
testCase: CustomWidgetAiEvaluationCase,
state: AssistantAttemptState,
name: string,
input: Record<string, unknown>,
): unknown => {
const contextRequestKey = getCustomWidgetContextRequestKey(name, input);
if (
contextRequestKey !== null &&
state.toolCalls.some(
(toolCall) =>
!toolCall.phaseLimited && getCustomWidgetContextRequestKey(toolCall.name, toolCall.input) === contextRequestKey,
)
) {
return {
contextAlreadyLoaded: true,
nextStep: "Reuse the earlier result for this exact context request.",
};
}
const contextBudget = customWidgetContextToolBudgets[name];
if (contextBudget !== undefined && getContextToolCallsInCurrentPhase(state, name) >= contextBudget) {
return getContextPhaseCompleteOutput(name);
}
if (name === "web_search") {
return {
query: typeof input.query === "string" ? input.query : "",
results: [
{
title: `${testCase.id} primary API documentation`,
url: testCase.documentationUrl,
content: testCase.apiNotes,
},
],
};
}
if (name === "customWidget_getSkill") return getCustomWidgetSkillEntrypoint();
if (name === "customWidget_schema") return getCustomWidgetJsonSchema();
if (name === "customWidget_getReference") {
const referenceName = input.name;
if (referenceName !== "schema" && referenceName !== "runtime" && referenceName !== "security") {
return { error: "Custom Widget reference not found" };
}
return getCustomWidgetSkillReference(referenceName);
}
if (name === "customWidget_getComponentCatalog") return getCustomWidgetComponentCatalog();
if (name === "customWidget_findComponents") {
const query = typeof input.query === "string" ? input.query : "";
const limit = typeof input.limit === "number" ? input.limit : 16;
return findCustomWidgetComponents(query, limit);
}
if (name === "customWidget_getComponent") {
const component = typeof input.name === "string" ? getCustomWidgetComponent(input.name) : null;
return component ?? { error: "Custom JSX component not found" };
}
if (name === "customWidget_getComponents") {
const names = Array.isArray(input.names)
? input.names.filter((entry): entry is string => typeof entry === "string")
: [];
if (names.length === 0) return { error: "At least one component name is required" };
return getCustomWidgetComponents(names);
}
if (name === "customWidget_getSharedProps") {
const names = Array.isArray(input.names)
? input.names.filter((entry): entry is string => typeof entry === "string")
: [];
if (names.length === 0) return { error: "At least one shared prop name is required" };
return getCustomWidgetSharedProps(names);
}
if (name === "customWidget_getExample") {
const example = typeof input.name === "string" ? getCustomWidgetExample(input.name) : null;
if (!example) return { error: "Custom JSX example not found" };
const { template, ...widget } = example.widget;
return { ...example, widget: { ...widget, templateLines: template.split("\n") } };
}
if (name === "customWidget_validateTemplate") {
const templateInput = getTemplateFromInput(input);
if (!templateInput.success) {
return {
valid: false,
diagnostics: [{ severity: "error", message: templateInput.error }],
nextStep: "Send exactly one corrected template format and revalidate before previewing.",
};
}
const { template, normalizedCharacters } = templateInput;
const diagnostics = addCustomJsxDiagnosticSourceExcerpts(template, validateCustomJsxTemplate(template));
const valid = diagnostics.every((diagnostic) => diagnostic.severity !== "error");
const hasUnknownProp = diagnostics.some((diagnostic) => diagnostic.message.startsWith("UNKNOWN_MANTINE_PROP"));
let nextStep = "Send the matching coherent definition to customWidget_previewCreate.";
if (!valid) {
nextStep = "Repair the reported JSX errors, then revalidate only the corrected template before previewing.";
} else if (hasUnknownProp) {
nextStep = "Repair unknown component props before previewing, then revalidate only the corrected JSX.";
}
if (valid) state.validatedTemplates.add(template);
return {
valid,
normalizedCharacters,
diagnostics,
summary: { characters: template.length, lines: template.split("\n").length },
nextStep,
};
}
if (name === "customWidget_previewCreate") {
const parsed = parseDefinition(input.definition);
if (!parsed.success) return { error: "Definition is invalid", issues: parsed.issues };
if (!state.validatedTemplates.has(parsed.widget.template)) {
return { error: "Validate this exact JSX template before sending the complete definition to preview." };
}
const signature = getDefinitionSignature(parsed.widget);
if ([...state.previews.values()].some((preview) => preview.signature === signature)) {
return {
error:
"This unchanged definition already has a preview. Make a material improvement before another preview cycle.",
};
}
const id = `preview-${state.previews.size + 1}`;
state.previews.set(id, {
widget: parsed.widget,
signature,
revision: 0,
testedQueries: new Set(),
testedActions: new Set(),
journal: [],
});
return {
success: true,
previewSession: { id, revision: 0 },
previewPath: `/manage/custom-widgets/preview/${id}`,
...getAssistantEvaluationPreviewChecklist(parsed.widget),
};
}
if (name === "customWidget_previewReviseTemplate") {
const sessionId = typeof input.sessionId === "string" ? input.sessionId : "";
const preview = state.previews.get(sessionId);
if (!preview || state.createdPreviewIds.has(sessionId)) return { error: "Preview session not found" };
if (
typeof input.expectedRevision === "number" &&
Number.isInteger(input.expectedRevision) &&
input.expectedRevision !== preview.revision
) {
return {
error: `Preview session revision changed from ${input.expectedRevision} to ${preview.revision}`,
};
}
const templateInput = getTemplateFromInput(input);
if (!templateInput.success) return { error: templateInput.error };
if (!state.validatedTemplates.has(templateInput.template)) {
return { error: "Validate this exact revised JSX template before revising the preview." };
}
const parsed = customWidgetDefinitionSchema.safeParse({ ...preview.widget, template: templateInput.template });
if (!parsed.success) {
return {
error: "Revised preview template is invalid",
issues: parsed.error.issues.map((issue) => ({
path: issue.path.map(String).join("."),
code: issue.code,
message: issue.message,
})),
};
}
const signature = getDefinitionSignature(parsed.data);
if (signature === preview.signature) return { error: "Revised preview template is unchanged" };
if ([...state.previews.values()].some((candidate) => candidate !== preview && candidate.signature === signature)) {
return { error: "This exact definition already has a preview" };
}
rememberCompletedPreview(state, preview);
preview.widget = parsed.data;
preview.signature = signature;
preview.revision += 1;
preview.testedQueries.clear();
preview.testedActions.clear();
preview.journal = [];
return {
success: true,
evidenceReset: true,
previewSession: { id: sessionId, revision: preview.revision },
previewPath: `/manage/custom-widgets/preview/${sessionId}`,
...getAssistantEvaluationPreviewChecklist(preview.widget),
};
}
if (name === "customWidget_previewQuery") {
const sessionId = typeof input.sessionId === "string" ? input.sessionId : "";
const requestId = typeof input.requestId === "string" ? input.requestId : "";
const preview = state.previews.get(sessionId);
const request = preview?.widget.requests[requestId];
if (!preview || request?.kind !== "query") return { error: "Preview query was not found" };
const missingParams = getMissingRequestParams(request, input);
if (missingParams.length > 0) {
return { error: `Supply the required manual preview parameters: ${missingParams.join(", ")}` };
}
const response = getAssistantEvaluationPreviewResponse(testCase, request);
if (response === undefined) return { error: `No deterministic preview response is configured for ${request.path}` };
preview.testedQueries.add(requestId);
preview.journal.push({
requestId,
kind: "query",
method: request.method,
path: request.path,
status: 200,
simulated: false,
});
rememberCompletedPreview(state, preview);
return {
sessionId,
requestId,
ok: true,
status: 200,
data: response,
request: { method: request.method, path: request.path },
};
}
if (name === "customWidget_previewAction") {
const sessionId = typeof input.sessionId === "string" ? input.sessionId : "";
const requestId = typeof input.requestId === "string" ? input.requestId : "";
const preview = state.previews.get(sessionId);
const request = preview?.widget.requests[requestId];
if (!preview || request?.kind !== "action") return { error: "Preview action was not found" };
const missingParams = getMissingRequestParams(request, input);
if (missingParams.length > 0) {
return { error: `Supply the required manual preview parameters: ${missingParams.join(", ")}` };
}
preview.testedActions.add(requestId);
preview.journal.push({
requestId,
kind: "action",
method: request.method,
path: request.path,
status: null,
simulated: true,
});
rememberCompletedPreview(state, preview);
return {
sessionId,
requestId,
ok: true,
status: 0,
statusText: "Simulated",
data: null,
simulated: true,
};
}
if (name === "customWidget_previewJournal") {
const sessionId = typeof input.sessionId === "string" ? input.sessionId : "";
const preview = state.previews.get(sessionId);
if (!preview) return { error: "Preview session not found" };
return { entries: preview.journal };
}
if (name === "customWidget_createFromPreview") {
const sessionId = typeof input.previewSessionId === "string" ? input.previewSessionId : "";
const preview = state.previews.get(sessionId);
if (!preview) return { error: "Preview session not found" };
if (state.createdPreviewIds.has(sessionId)) return { error: "This preview was already persisted" };
const untestedQueries = Object.entries(preview.widget.requests).flatMap(([requestId, request]) =>
request.kind === "query" && !preview.testedQueries.has(requestId) ? [requestId] : [],
);
if (untestedQueries.length > 0) {
return { error: `Test every preview query before creation: ${untestedQueries.join(", ")}` };
}
const untestedActions = Object.entries(preview.widget.requests).flatMap(([requestId, request]) =>
request.kind === "action" && !preview.testedActions.has(requestId) ? [requestId] : [],
);
if (untestedActions.length > 0) {
return { error: `Test every preview action before creation: ${untestedActions.join(", ")}` };
}
rememberCompletedPreview(state, preview);
const completedPreviewCycles = state.completedPreviewSignatures.size;
const minimumPreviewCycles = testCase.minimumPreviewCycles ?? 1;
if (completedPreviewCycles < minimumPreviewCycles) {
return {
error: `Complete at least ${minimumPreviewCycles} distinct preview-and-evidence cycles before creation; ${completedPreviewCycles} completed. Make a material improvement, validate its JSX, create a fresh preview, and test it again.`,
};
}
const widget = customWidgetDefinitionSchema.parse(preview.widget);
state.createdPreviewIds.add(sessionId);
state.createdWidgets.push(widget);
const createdId = `created-${testCase.id}-${state.createdWidgets.length}`;
return {
id: createdId,
managementPath: `/manage/custom-widgets/edit/${createdId}`,
nextAction: { type: "place-custom-widget", widgetKind: "customApi" },
};
}
return { error: `Unknown evaluation tool '${name}'` };
};
const getAssistantEvaluationToolRetryFeedback = (name: string, output: unknown) => {
const result = isRecord(output) ? output : null;
if (!result) return [];
const messages: string[] = [];
if (typeof result.error === "string") messages.push(result.error);
for (const key of ["diagnostics", "issues"] as const) {
const entries = Array.isArray(result[key]) ? result[key].slice(0, 3) : [];
for (const entry of entries) {
if (!isRecord(entry) || typeof entry.message !== "string") continue;
if (key === "diagnostics" && entry.severity !== "error") continue;
const path = typeof entry.path === "string" ? `${entry.path}: ` : "";
messages.push(`${path}${entry.message}`);
}
}
return [...new Set(messages)].map((message) => `${name}: ${message}`);
};
export function executeAssistantEvaluationTool(
testCase: CustomWidgetAiEvaluationCase,
state: AssistantAttemptState,
name: string,
input: Record<string, unknown>,
): unknown {
const normalizedInput = normalizeCustomWidgetLifecycleToolInput(name, input);
const output = executeAssistantEvaluationToolCore(testCase, state, name, normalizedInput);
state.calledTools.push(name);
state.toolCalls.push({
name,
input: normalizedInput,
output,
inputCharacters: JSON.stringify(normalizedInput).length,
outputCharacters: JSON.stringify(output).length,
phaseLimited: isRecord(output) && (output.phaseComplete === true || output.contextAlreadyLoaded === true),
});
for (const feedback of getAssistantEvaluationToolRetryFeedback(name, output)) {
if (!state.retryFeedback.includes(feedback)) state.retryFeedback.push(feedback);
}
if (state.retryFeedback.length > 8) state.retryFeedback.splice(0, state.retryFeedback.length - 8);
return output;
}
const getExpectedWidgetCount = (testCase: CustomWidgetAiEvaluationCase) => testCase.expectedWidgets?.length ?? 1;
export function getAssistantEvaluationLifecycleIssues(
testCase: CustomWidgetAiEvaluationCase,
state: AssistantAttemptState,
) {
const required = [
"customWidget_getSkill",
"customWidget_validateTemplate",
"customWidget_previewCreate",
"customWidget_createFromPreview",
];
const hasQueries = state.createdWidgets.some((widget) =>
Object.values(widget.requests).some((request) => request.kind === "query"),
);
const hasActions = state.createdWidgets.some((widget) =>
Object.values(widget.requests).some((request) => request.kind === "action"),
);
if (hasQueries) required.push("customWidget_previewQuery");
if (hasActions) required.push("customWidget_previewAction");
const issues = required.flatMap((name) =>
state.calledTools.includes(name) ? [] : [`The assistant never called ${name}.`],
);
const expectedWidgetCount = getExpectedWidgetCount(testCase);
if (state.createdWidgets.length !== expectedWidgetCount) {
issues.push(`The assistant created ${state.createdWidgets.length} of ${expectedWidgetCount} required widgets.`);
}
if (testCase.research && state.calledTools.filter((name) => name === "web_search").length !== 1) {
issues.push("The assistant must perform exactly one shared primary-documentation search for this widget set.");
}
for (const reference of testCase.research?.requiredReferences ?? []) {
const loaded = state.toolCalls.some(
(toolCall) => toolCall.name === "customWidget_getReference" && toolCall.input.name === reference,
);
if (!loaded) issues.push(`The assistant never loaded the required '${reference}' reference.`);
}
return issues;
}
export function getAssistantEvaluationEfficiencyIssues(
testCase: CustomWidgetAiEvaluationCase,
state: AssistantAttemptState,
) {
const issues: string[] = [];
if (state.calledTools.includes("customWidget_validate")) {
issues.push("The assistant resent a complete definition through customWidget_validate.");
}
for (const resource of ["customWidget_getSkill", "customWidget_schema", "customWidget_getComponentCatalog"]) {
const calls = state.toolCalls.filter((toolCall) => toolCall.name === resource && !toolCall.phaseLimited).length;
if (calls > 1) issues.push(`The assistant loaded ${resource} ${calls} times instead of reusing it.`);
}
const skillCall = state.toolCalls.find((toolCall) => toolCall.name === "customWidget_getSkill");
if (skillCall && skillCall.outputCharacters > 10_000) {
issues.push(`The compact skill entrypoint used ${skillCall.outputCharacters} output characters.`);
}
const otherReusableContextTools = new Set(["web_search"]);
const seenContextCalls = new Set<string>();
for (const toolCall of state.toolCalls) {
if (toolCall.phaseLimited) continue;
let signature = getCustomWidgetContextRequestKey(toolCall.name, toolCall.input);
if (signature === null && otherReusableContextTools.has(toolCall.name)) {
signature = `${toolCall.name}:${JSON.stringify(toolCall.input)}`;
}
if (signature === null) continue;
if (seenContextCalls.has(signature)) {
issues.push(`The assistant repeated the same ${toolCall.name} context request.`);
}
seenContextCalls.add(signature);
}
for (const toolCall of state.toolCalls.filter((candidate) => candidate.name === "customWidget_validateTemplate")) {
const unrelatedKeys = Object.keys(toolCall.input).filter((key) => key !== "template" && key !== "templateLines");
if (unrelatedKeys.length > 0) {
issues.push("The assistant sent manifest data through the template-only validator.");
}
}
for (const toolCall of state.toolCalls.filter(
(candidate) => candidate.name === "customWidget_previewReviseTemplate",
)) {
const allowedKeys = new Set(["sessionId", "expectedRevision", "template", "templateLines"]);
if (Object.keys(toolCall.input).some((key) => !allowedKeys.has(key))) {
issues.push("The assistant resent manifest data through the template-only preview revision tool.");
}
}
const loadedReferences = state.toolCalls
.filter((toolCall) => toolCall.name === "customWidget_getReference" && !toolCall.phaseLimited)
.map((toolCall) => toolCall.input.name)
.filter((name): name is string => typeof name === "string");
if (testCase.research) {
const allowedReferences = new Set(testCase.research.allowedReferences ?? testCase.research.requiredReferences);
for (const reference of loadedReferences) {
if (!allowedReferences.has(reference as "schema" | "runtime" | "security")) {
issues.push(`The assistant loaded unrelated '${reference}' reference context.`);
}
}
if (state.calledTools.includes("customWidget_getComponentCatalog")) {
issues.push("The assistant loaded the full component catalog instead of using a focused component search.");
}
const firstValidationIndex = state.toolCalls.findIndex(
(toolCall) => toolCall.name === "customWidget_validateTemplate",
);
const discoveryCalls =
firstValidationIndex === -1 ? state.toolCalls : state.toolCalls.slice(0, firstValidationIndex);
const componentSearches = discoveryCalls.filter(
(toolCall) => toolCall.name === "customWidget_findComponents" && !toolCall.phaseLimited,
).length;
const expectedWidgetCount = getExpectedWidgetCount(testCase);
const componentSearchBudget = Math.max(expectedWidgetCount * 2, maxFocusedComponentSearchesPerPhase);
if (componentSearches > componentSearchBudget) {
issues.push(
`The assistant used ${componentSearches} focused component searches before validation for ${expectedWidgetCount} widget jobs.`,
);
}
const examples = discoveryCalls.filter(
(toolCall) => toolCall.name === "customWidget_getExample" && !toolCall.phaseLimited,
).length;
if (examples > expectedWidgetCount) {
issues.push(
`The assistant loaded ${examples} complete examples before validation for ${expectedWidgetCount} widget jobs.`,
);
}
const modelInputTokenBudget = 600_000;
if (state.modelInputTokens > modelInputTokenBudget) {
issues.push(
`The assistant used ${state.modelInputTokens} model input tokens; the advanced-case budget is ${modelInputTokenBudget}.`,
);
}
}
if (new Set(loadedReferences).size !== loadedReferences.length) {
issues.push("The assistant loaded the same named reference more than once.");
}
for (const toolCall of state.toolCalls.filter((candidate) => candidate.name === "customWidget_createFromPreview")) {
if (Object.keys(toolCall.input).some((key) => key !== "previewSessionId")) {
issues.push("The assistant resent definition data while persisting a tested preview.");
}
}
return issues;
}
export function createAssistantEvaluationState(): AssistantAttemptState {
return {
calledTools: [],
toolCalls: [],
validatedTemplates: new Set(),
previews: new Map(),
completedPreviewSignatures: new Set(),
createdPreviewIds: new Set(),
createdWidgets: [],
modelInputTokens: 0,
modelOutputTokens: 0,
finalText: "",
failure: null,
retryFeedback: [],
};
}
function buildAssistantPrompt(testCase: CustomWidgetAiEvaluationCase, feedback: readonly string[]) {
const sections = [testCase.request];
if (testCase.research) {
sections.push(
`The API contract was not supplied in the conversation. Use web_search exactly once with a focused primary-documentation query and reuse that result for the complete widget set.`,
);
} else {
sections.push(
`Verified API documentation: ${testCase.documentationUrl}`,
`Verified API notes:\n${testCase.apiNotes}`,
);
if (testCase.sampleResponse !== undefined) {
sections.push(`Representative preview response:\n${JSON.stringify(testCase.sampleResponse, null, 2)}`);
}
if (testCase.previewResponses?.length) {
sections.push(
`Representative preview responses:\n${testCase.previewResponses
.map(({ pathIncludes, response }) => `${pathIncludes}:\n${JSON.stringify(response, null, 2)}`)
.join("\n\n")}`,
);
}
}
if (feedback.length > 0) {
sections.push(
`A previous independent review found these problems. Correct them in a fresh complete lifecycle:\n${feedback.join("\n")}`,
);
}
sections.push(
"Use the available Custom Widget tools and continue automatically until the exact tested preview is created. Do not merely return JSON or instructions.",
);
return sections.join("\n\n");
}
async function callAssistantStep(args: {
apiKey: string;
baseUrl?: string;
model: string;
messages: OpenRouterMessage[];
tools: ToolDefinition[];
}) {
const activeToolNames = args.tools.map(({ function: definition }) => definition.name);
const compactedMessages = compactAssistantEvaluationMessages(args.messages);
const messages = compactedMessages.map((message, index) => {
if (index !== 0 || message.role !== "system") return message;
return {
...message,
content: appendActiveCustomWidgetToolInstruction(message.content, activeToolNames),
};
});
const response = await fetch(getAiProviderChatCompletionsUrl(args.baseUrl), {
method: "POST",
headers: {
Authorization: `Bearer ${args.apiKey}`,
"Content-Type": "application/json",
"HTTP-Referer": "https://homarr.dev",
"X-Title": "Homarr Custom Widget Assistant Evaluation",
},
body: JSON.stringify({
model: args.model,
messages,
tools: args.tools,
...assistantEvaluationToolRequestOptions,
temperature: 0.1,
max_tokens: getAssistantEvaluationMaxOutputTokens(process.env.CUSTOM_WIDGET_AI_MAX_OUTPUT_TOKENS),
reasoning: assistantEvaluationReasoningOptions,
}),
signal: AbortSignal.timeout(180_000),
});
const payload = (await response.json()) as OpenRouterResponse;
if (!response.ok) {
throw new Error(`AI provider request failed (${response.status}): ${payload.error?.message ?? "Unknown error"}`);
}
const message = payload.choices?.[0]?.message;
if (!message) throw new Error("AI provider returned no assistant message");
return {
message,
inputTokens: payload.usage?.prompt_tokens ?? 0,
outputTokens: payload.usage?.completion_tokens ?? 0,
};
}
async function runAssistantAttempt(args: {
testCase: CustomWidgetAiEvaluationCase;
apiKey: string;
baseUrl?: string;
model: string;
feedback: readonly string[];
}) {
const state = createAssistantEvaluationState();
const messages: OpenRouterMessage[] = [
{
role: "system",
content: `${CUSTOM_WIDGET_TOOL_STAGING_INSTRUCTION}\n\n${CUSTOM_WIDGET_ASSISTANT_POLICY}\n\nThis is an unassisted tool-use evaluation. No tool will be forced for you. Complete and persist all ${getExpectedWidgetCount(args.testCase)} requested widget jobs before returning prose.`,
},
{ role: "user", content: buildAssistantPrompt(args.testCase, args.feedback) },
];
for (let step = 0; step < MAX_ASSISTANT_STEPS; step += 1) {
let stepResult: Awaited<ReturnType<typeof callAssistantStep>>;
try {
stepResult = await callAssistantStep({
apiKey: args.apiKey,
baseUrl: args.baseUrl,
model: args.model,
messages,
tools: getActiveAssistantEvaluationToolDefinitions(state),
});
} catch (error) {
state.failure = error instanceof Error ? error.message : "The provider request failed";
break;
}
const { message: providerMessage } = stepResult;
const selection = selectSequentialCustomWidgetToolCalls(providerMessage.tool_calls ?? []);
const message: OpenRouterAssistantMessage = {
...providerMessage,
tool_calls: selection.selected.length > 0 ? selection.selected : undefined,
};
state.modelInputTokens += stepResult.inputTokens;
state.modelOutputTokens += stepResult.outputTokens;
if (selection.rejected.length > 0) {
process.stdout.write(
` ignored ${selection.rejected.length} parallel authoring tool call${selection.rejected.length === 1 ? "" : "s"}\n`,
);
}
if ((!message.tool_calls || message.tool_calls.length === 0) && !(message.content ?? "").trim()) {
state.failure = "The model returned an empty assistant step before completing the Custom Widget lifecycle.";
break;
}
messages.push(message);
if (!message.tool_calls || message.tool_calls.length === 0) {
state.finalText = message.content ?? "";
state.failure = `The model stopped with prose after creating ${state.createdWidgets.length} of ${getExpectedWidgetCount(args.testCase)} required widgets.`;
break;
}
for (const toolCall of message.tool_calls) {
process.stdout.write(` tool: ${toolCall.function.name}\n`);
let output: unknown;
try {
const parsed: unknown = JSON.parse(toolCall.function.arguments);
let input: Record<string, unknown> = {};
if (parsed !== null && typeof parsed === "object" && !Array.isArray(parsed)) {
input = Object.fromEntries(Object.entries(parsed));
}
output = executeActiveAssistantEvaluationTool(args.testCase, state, toolCall.function.name, input);
} catch (error) {
output = { error: error instanceof Error ? error.message : "Tool input was not valid JSON" };
}
messages.push({ role: "tool", tool_call_id: toolCall.id, content: JSON.stringify(output) });
}
if (state.createdWidgets.length >= getExpectedWidgetCount(args.testCase)) break;
}
return { state, messages };
}
const getAssistantEfficiency = (state: AssistantAttemptState) => ({
toolCalls: state.toolCalls.length,
toolInputCharacters: state.toolCalls.reduce((sum, toolCall) => sum + toolCall.inputCharacters, 0),
toolOutputCharacters: state.toolCalls.reduce((sum, toolCall) => sum + toolCall.outputCharacters, 0),
modelInputTokens: state.modelInputTokens,
modelOutputTokens: state.modelOutputTokens,
});
export function mergeAssistantEvaluationFeedback(feedback: string[], issues: readonly string[]) {
const merged = [...new Set([...feedback, ...issues])];
if (merged.length <= 16) {
feedback.splice(0, feedback.length, ...merged);
return;
}
feedback.splice(0, feedback.length, ...merged.slice(0, 8), ...merged.slice(-8));
}
export function replaceAssistantEvaluationFeedback(feedback: string[], issues: readonly string[]) {
feedback.splice(0, feedback.length);
mergeAssistantEvaluationFeedback(feedback, issues);
}
export function composeAssistantEvaluationFeedback(...groups: readonly (readonly string[])[]) {
const feedback: string[] = [];
for (const group of groups) {
mergeAssistantEvaluationFeedback(feedback, group);
}
return feedback;
}
const maxReviewFixesPerWidget = 3;
const attemptLocalLifecycleFeedback = [
"Preview session not found",
"Preview session revision changed",
"This preview was already persisted",
] as const;
export function getPortableAssistantLifecycleFeedback(issues: readonly string[]) {
return issues.filter((issue) => !attemptLocalLifecycleFeedback.some((fragment) => issue.includes(fragment)));
}
export function selectAssistantEvaluationReviewFeedback(
judgeResults: readonly CustomWidgetJudgeResult[],
widgetIds: readonly string[],
) {
return judgeResults.flatMap((judgeResult, index) => {
let fixes = judgeResult.highestImpactFixes;
if (fixes.length === 0) fixes = judgeResult.problems;
const widgetId = widgetIds[index] ?? `widget-${index + 1}`;
return fixes.slice(0, maxReviewFixesPerWidget).map((issue) => `${widgetId}: ${issue}`);
});
}
export function formatAssistantDeterministicFeedback(
issues: readonly { path?: Array<string | number>; message: string }[],
) {
return issues.map((issue) => {
if (!issue.path?.length) return issue.message;
return `${issue.path.join(".")}: ${issue.message}`;
});
}
export function getAssistantJudgeFloor(judges: readonly CustomWidgetJudgeResult[]) {
return judges.toSorted((left, right) => left.total - right.total)[0] ?? null;
}
export async function evaluateCustomWidgetAssistantCase(args: {
testCase: CustomWidgetAiEvaluationCase;
apiKey: string;
baseUrl?: string;
outputRoot: string;
maxLoops: number;
generatorModel?: string;
judgeModel?: string;
}): Promise<CustomWidgetAssistantEvaluationResult> {
const caseDirectory = path.join(args.outputRoot, `assistant-${args.testCase.id}`);
await mkdir(caseDirectory, { recursive: true });
const errors: string[] = [];
const lifecycleFeedback: string[] = [];
const deterministicFeedback: string[] = [];
const reviewFeedback: string[] = [];
let bestWidget: HomarrCustomWidgetV2 | null = null;
let bestWidgets: HomarrCustomWidgetV2[] = [];
let bestJudge: CustomWidgetJudgeResult | null = null;
let bestJudges: CustomWidgetJudgeResult[] = [];
let bestScoreFloor = -1;
let bestCalledTools: string[] = [];
let lastAttemptState: AssistantAttemptState | null = null;
let bestEfficiency = {
toolCalls: 0,
toolInputCharacters: 0,
toolOutputCharacters: 0,
modelInputTokens: 0,
modelOutputTokens: 0,
};
for (let attempt = 1; attempt <= args.maxLoops; attempt += 1) {
process.stdout.write(` assistant attempt ${attempt}/${args.maxLoops}\n`);
let run: Awaited<ReturnType<typeof runAssistantAttempt>>;
try {
run = await runAssistantAttempt({
testCase: args.testCase,
apiKey: args.apiKey,
baseUrl: args.baseUrl,
model: args.generatorModel ?? DEFAULT_GENERATOR_MODEL,
feedback: composeAssistantEvaluationFeedback(deterministicFeedback, reviewFeedback, lifecycleFeedback),
});
} catch (error) {
const message = error instanceof Error ? error.message : "Unknown assistant evaluation error";
errors.push(`Attempt ${attempt}: ${message}`);
replaceAssistantEvaluationFeedback(lifecycleFeedback, [message]);
continue;
}
lastAttemptState = run.state;
await writeFile(path.join(caseDirectory, `trace-${attempt}.json`), JSON.stringify(run.messages, null, 2), "utf8");
await writeFile(
path.join(caseDirectory, `efficiency-${attempt}.json`),
JSON.stringify(getAssistantEfficiency(run.state), null, 2),
"utf8",
);
if (run.state.previews.size > 0) {
await writeFile(
path.join(caseDirectory, `preview-candidates-${attempt}.json`),
JSON.stringify(
[...run.state.previews.values()].map(({ widget }) => widget),
null,
2,
),
"utf8",
);
}
const lifecycleIssues = [
...(run.state.failure ? [run.state.failure] : []),
...getAssistantEvaluationLifecycleIssues(args.testCase, run.state),
];
const efficiencyIssues = getAssistantEvaluationEfficiencyIssues(args.testCase, run.state);
if (lifecycleIssues.length > 0 || efficiencyIssues.length > 0) {
const issues = [...lifecycleIssues, ...efficiencyIssues, ...run.state.retryFeedback];
errors.push(`Attempt ${attempt}: lifecycle failed — ${issues.join(" ")}`);
replaceAssistantEvaluationFeedback(lifecycleFeedback, getPortableAssistantLifecycleFeedback(issues));
continue;
}
replaceAssistantEvaluationFeedback(lifecycleFeedback, []);
const deterministicIssues = getDeterministicEvaluationSuiteIssues(args.testCase, run.state.createdWidgets);
if (deterministicIssues.length > 0) {
const issues = formatAssistantDeterministicFeedback(deterministicIssues);
errors.push(`Attempt ${attempt}: deterministic checks failed — ${issues.join("; ")}`);
replaceAssistantEvaluationFeedback(deterministicFeedback, issues);
continue;
}
replaceAssistantEvaluationFeedback(deterministicFeedback, []);
const matches = getDeterministicEvaluationMatches(args.testCase, run.state.createdWidgets);
const judgeResults: CustomWidgetJudgeResult[] = [];
let judgeFailure: string | null = null;
for (const match of matches) {
const widget = run.state.createdWidgets[match.widgetIndex];
if (!widget) continue;
await writeFile(
path.join(caseDirectory, `widget-${attempt}-${match.expectedWidgetId}.json`),
JSON.stringify(widget, null, 2),
"utf8",
);
try {
const judgeRaw = await requestCustomWidgetJudge({
testCase: match.testCase,
widget,
apiKey: args.apiKey,
baseUrl: args.baseUrl,
judgeModel: args.judgeModel,
});
await writeFile(path.join(caseDirectory, `judge-${attempt}-${match.expectedWidgetId}.json`), judgeRaw, "utf8");
judgeResults.push(parseJudgeResult(judgeRaw));
} catch (error) {
judgeFailure = error instanceof Error ? error.message : "Unknown judge error";
break;
}
}
if (judgeFailure) {
errors.push(`Attempt ${attempt}: judge failed — ${judgeFailure}`);
replaceAssistantEvaluationFeedback(reviewFeedback, [
"Return a complete polished widget set for another independent review.",
]);
continue;
}
const weakestJudge = getAssistantJudgeFloor(judgeResults);
if (!weakestJudge) {
errors.push(`Attempt ${attempt}: no widget received an independent review.`);
replaceAssistantEvaluationFeedback(reviewFeedback, [
"Return every requested widget as a complete tested preview.",
]);
continue;
}
if (weakestJudge.total > bestScoreFloor) {
bestWidget = run.state.createdWidgets[0] ?? null;
bestWidgets = run.state.createdWidgets;
bestJudge = weakestJudge;
bestJudges = judgeResults;
bestScoreFloor = weakestJudge.total;
bestCalledTools = run.state.calledTools;
bestEfficiency = getAssistantEfficiency(run.state);
}
if (judgeResults.every(judgePasses)) {
return {
caseId: args.testCase.id,
attempts: attempt,
widget: run.state.createdWidgets[0] ?? null,
judge: weakestJudge,
outputDirectory: caseDirectory,
errors,
calledTools: run.state.calledTools,
widgets: run.state.createdWidgets,
judges: judgeResults,
efficiency: getAssistantEfficiency(run.state),
};
}
const issues = selectAssistantEvaluationReviewFeedback(
judgeResults,
matches.map(({ expectedWidgetId }) => expectedWidgetId),
);
errors.push(`Attempt ${attempt}: weakest judge ${weakestJudge.total}/100 — ${issues.join("; ")}`);
replaceAssistantEvaluationFeedback(reviewFeedback, issues);
}
return {
caseId: args.testCase.id,
attempts: args.maxLoops,
widget: bestWidget,
judge: bestJudge,
outputDirectory: caseDirectory,
errors,
calledTools: bestCalledTools.length > 0 ? bestCalledTools : (lastAttemptState?.calledTools ?? []),
widgets: bestWidgets,
judges: bestJudges,
efficiency:
bestScoreFloor >= 0
? bestEfficiency
: getAssistantEfficiency(lastAttemptState ?? createAssistantEvaluationState()),
};
}