Files
homarr/packages/custom-widgets/scripts/ai-assistant-evaluation.ts
T
Thomas 45d8bc9443 feat: add the community-funded Homarr assistant provider (#6563)
* Add Homarr provider proxy foundation

* Complete Homarr provider integration

* Harden Homarr provider integration

* Address Homarr provider review feedback

* Address CodeRabbit provider feedback

* Localize provider errors

* Handle provider activity load failures

* docs: improve workshop and homepage

* Harden Homarr provider limits

* fix: harden the Homarr provider

* fix: address provider review feedback

* fix: clarify provider request accounting

* feat: complete the Homarr provider endpoint

* fix: terminate invalid provider streams
2026-08-14 11:32:11 +02:00

711 lines
27 KiB
TypeScript

import { mkdir, writeFile } from "node:fs/promises";
import path from "node:path";
import { z } from "zod/v4";
import {
getCustomWidgetComponent,
getCustomWidgetComponentCatalog,
getCustomWidgetExample,
getCustomWidgetSharedProps,
getCustomWidgetSkill,
} from "../src/core/authoring-resources";
import {
customWidgetAuthoringDefinitionSchema,
customWidgetDefinitionSchema,
normalizeCustomWidgetAuthoringDefinition,
} from "../src/core/custom-jsx-schema";
import type { HomarrCustomWidgetV2 } from "../src/core/custom-jsx-schema";
import { CUSTOM_WIDGET_MCP_AUTHORING_PROMPT } from "../src/core/ai-prompt";
import { getCustomWidgetJsonSchema } from "../src/core/schema";
import type { CustomWidgetAiEvaluationCase } from "./ai-evaluation-cases";
import {
DEFAULT_GENERATOR_MODEL,
getAiProviderChatCompletionsUrl,
getDeterministicEvaluationIssues,
judgePasses,
parseJudgeResult,
requestCustomWidgetJudge,
} from "./ai-evaluation";
import type { CustomWidgetJudgeResult } from "./ai-evaluation";
const MAX_ASSISTANT_STEPS = 24;
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 };
interface OpenRouterResponse {
choices?: Array<{ message?: OpenRouterAssistantMessage }>;
error?: { message?: string };
}
interface ToolDefinition {
type: "function";
function: {
name: string;
description: string;
parameters: Record<string, unknown>;
};
}
interface PreviewState {
widget: HomarrCustomWidgetV2;
testedQueries: Set<string>;
}
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 }) => request.path.includes(pathIncludes))?.response ??
testCase.sampleResponse;
export interface AssistantAttemptState {
calledTools: string[];
validatedDefinitions: Set<string>;
previews: Map<string, PreviewState>;
createdWidget: HomarrCustomWidgetV2 | null;
finalText: string;
}
export interface CustomWidgetAssistantEvaluationResult {
caseId: string;
attempts: number;
widget: HomarrCustomWidgetV2 | null;
judge: CustomWidgetJudgeResult | null;
outputDirectory: string;
errors: string[];
calledTools: string[];
}
const objectSchema = (properties: Record<string, unknown>, required: string[] = []) => ({
type: "object",
properties,
required,
additionalProperties: false,
});
export const customWidgetAssistantEvaluationToolDefinitions: ToolDefinition[] = [
{
type: "function",
function: {
name: "customWidget_getSkill",
description:
"Load the complete installed Custom Widget skill, including SKILL.md and every bundled reference. 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_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_getComponent",
description: "Get installed documentation and safety rules for one named Custom JSX component.",
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: "Get one installed Custom JSX example by catalog ID.",
parameters: objectSchema({ name: { type: "string" } }, ["name"]),
},
},
{
type: "function",
function: {
name: "customWidget_validate",
description:
"Validate one complete widget without saving it. Supply the complete definition in widget and prefer templateLines for multiline JSX.",
parameters: objectSchema({ widget: { type: "object", additionalProperties: true } }, ["widget"]),
},
},
{
type: "function",
function: {
name: "customWidget_previewCreate",
description:
"Create a preview for the exact complete definition after validation. Returns every query that must be tested.",
parameters: objectSchema(
{
definition: { type: "object", additionalProperties: true },
secrets: { type: "array", items: { type: "object" }, maxItems: 0 },
},
["definition"],
),
},
},
{
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 getDefinitionSignature = (widget: HomarrCustomWidgetV2) => JSON.stringify(widget);
function parseDefinition(value: unknown) {
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,
})),
};
}
}
export function executeAssistantEvaluationTool(
testCase: CustomWidgetAiEvaluationCase,
state: AssistantAttemptState,
name: string,
input: Record<string, unknown>,
): unknown {
const componentDocumentLimit = state.calledTools.includes("customWidget_getExample") ? 4 : 8;
if (
name === "customWidget_getComponent" &&
state.calledTools.filter((toolName) => toolName === "customWidget_getComponent").length >= componentDocumentLimit
) {
return {
error:
"The targeted component-document budget is exhausted. Continue with validation using the documentation already loaded.",
};
}
state.calledTools.push(name);
if (name === "customWidget_getSkill") return getCustomWidgetSkill();
if (name === "customWidget_schema") return getCustomWidgetJsonSchema();
if (name === "customWidget_getComponentCatalog") return getCustomWidgetComponentCatalog();
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_getSharedProps") {
const names = Array.isArray(input.names)
? input.names.filter((entry): entry is string => typeof entry === "string")
: [];
return names.length > 0
? getCustomWidgetSharedProps(names)
: { error: "At least one shared prop name is required" };
}
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_validate") {
const parsed = parseDefinition(input.widget);
if (!parsed.success) return { valid: false, issues: parsed.issues };
state.validatedDefinitions.add(getDefinitionSignature(parsed.widget));
return {
valid: true,
issues: [],
summary: {
name: parsed.widget.name,
sourceIds: Object.keys(parsed.widget.sources),
requestIds: Object.keys(parsed.widget.requests),
optionIds: Object.keys(parsed.widget.options),
templateLineCount: parsed.widget.template.split("\n").length,
},
nextStep: "Reuse this exact definition with customWidget_previewCreate and test every returned query.",
};
}
if (name === "customWidget_previewCreate") {
const parsed = parseDefinition(input.definition);
if (!parsed.success) return { error: "Definition is invalid", issues: parsed.issues };
if (!state.validatedDefinitions.has(getDefinitionSignature(parsed.widget))) {
return { error: "Validate this exact complete definition before creating its preview." };
}
const id = `preview-${state.previews.size + 1}`;
state.previews.set(id, { widget: parsed.widget, testedQueries: new Set() });
return {
success: true,
previewSession: { id },
previewPath: `/manage/custom-widgets/preview/${id}`,
queries: Object.entries(parsed.widget.requests).flatMap(([requestId, request]) =>
request.kind === "query"
? [
{
requestId,
trigger: request.trigger,
requiredParams: getRequiredAssistantEvaluationRequestParams(request),
nextStep: `Call customWidget_previewQuery with sessionId '${id}' and requestId '${requestId}'.`,
},
]
: [],
),
};
}
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 params =
typeof input.params === "object" && input.params !== null && !Array.isArray(input.params)
? (input.params as Record<string, unknown>)
: {};
const missingParams = getRequiredAssistantEvaluationRequestParams(request).filter(
(paramName) => !(paramName in params) || params[paramName] === null || params[paramName] === "",
);
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);
return {
ok: true,
status: 200,
data: response,
request: { method: request.method, path: request.path },
};
}
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" };
const untested = Object.entries(preview.widget.requests).flatMap(([requestId, request]) =>
request.kind === "query" && !preview.testedQueries.has(requestId) ? [requestId] : [],
);
if (untested.length > 0) return { error: `Test every preview query before creation: ${untested.join(", ")}` };
const completedPreviewCycles = [...state.previews.values()].filter((candidate) =>
Object.entries(candidate.widget.requests).every(
([requestId, request]) => request.kind !== "query" || candidate.testedQueries.has(requestId),
),
).length;
const minimumPreviewCycles = testCase.minimumPreviewCycles ?? 1;
if (completedPreviewCycles < minimumPreviewCycles) {
return {
error: `Complete at least ${minimumPreviewCycles} validated preview-and-query cycles before creation; ${completedPreviewCycles} completed. Revise the candidate meaningfully, validate it, create a fresh preview, and test every query again.`,
};
}
state.createdWidget = customWidgetDefinitionSchema.parse(preview.widget);
return {
id: `created-${testCase.id}`,
managementPath: `/manage/custom-widgets/edit/created-${testCase.id}`,
nextAction: { type: "place-custom-widget", widgetKind: "customApi" },
};
}
return { error: `Unknown evaluation tool '${name}'` };
}
export function getAssistantEvaluationLifecycleIssues(state: AssistantAttemptState) {
const required = [
"customWidget_getSkill",
"customWidget_schema",
"customWidget_getComponentCatalog",
"customWidget_validate",
"customWidget_previewCreate",
"customWidget_previewQuery",
"customWidget_createFromPreview",
];
const issues = required.flatMap((name) =>
state.calledTools.includes(name) ? [] : [`The assistant never called ${name}.`],
);
const componentDocumentCount = state.calledTools.filter((name) => name === "customWidget_getComponent").length;
if (componentDocumentCount > 8) {
issues.push(
`The assistant fetched ${componentDocumentCount} component documents before creation; use at most eight targeted component documents.`,
);
}
return issues;
}
export function createAssistantEvaluationState(): AssistantAttemptState {
return {
calledTools: [],
validatedDefinitions: new Set(),
previews: new Map(),
createdWidget: null,
finalText: "",
};
}
function buildAssistantPrompt(testCase: CustomWidgetAiEvaluationCase, feedback: readonly string[]) {
const sections = [
testCase.request,
`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[];
toolChoice?: string;
}): Promise<OpenRouterAssistantMessage> {
const response = await fetch(getAiProviderChatCompletionsUrl(args.baseUrl), {
method: "POST",
headers: {
Authorization: `Bearer ${args.apiKey}`,
"Content-Type": "application/json",
"HTTP-Referer": "https://homarr.dev",
"X-Title": "Homarr Custom Widget Assistant Evaluation",
},
body: JSON.stringify({
model: args.model,
messages: args.messages,
tools: args.tools,
tool_choice: args.toolChoice ? { type: "function", function: { name: args.toolChoice } } : "auto",
temperature: 0.1,
max_tokens: 12_000,
reasoning: { effort: "low", exclude: true },
}),
signal: AbortSignal.timeout(180_000),
});
const payload = (await response.json()) as OpenRouterResponse;
if (!response.ok) {
throw new Error(`AI provider request failed (${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;
}
export const getAssistantEvaluationRecoveryToolName = (state: AssistantAttemptState, minimumPreviewCycles = 1) => {
for (const requiredTool of ["customWidget_getSkill", "customWidget_schema", "customWidget_getComponentCatalog"]) {
if (!state.calledTools.includes(requiredTool)) return requiredTool;
}
if (state.validatedDefinitions.size === 0) return "customWidget_validate";
const latestPreview = [...state.previews.entries()].at(-1);
if (!latestPreview) return "customWidget_previewCreate";
const [previewId, preview] = latestPreview;
const untestedQuery = Object.entries(preview.widget.requests).find(
([requestId, request]) => request.kind === "query" && !preview.testedQueries.has(requestId),
);
if (untestedQuery) return "customWidget_previewQuery";
const completedPreviewCycles = [...state.previews.values()].filter((candidate) =>
Object.entries(candidate.widget.requests).every(
([requestId, request]) => request.kind !== "query" || candidate.testedQueries.has(requestId),
),
).length;
if (completedPreviewCycles < minimumPreviewCycles) return "customWidget_validate";
if (previewId && !state.createdWidget) return "customWidget_createFromPreview";
return undefined;
};
async function callAssistantStepWithRecovery(args: {
apiKey: string;
baseUrl?: string;
model: string;
messages: OpenRouterMessage[];
tools: ToolDefinition[];
state: AssistantAttemptState;
testCase: CustomWidgetAiEvaluationCase;
}) {
try {
const message = await callAssistantStep(args);
if ((message.tool_calls?.length ?? 0) > 0 || (args.state.createdWidget && (message.content ?? "").trim())) {
return message;
}
} catch (error) {
if (!(error instanceof Error) || (error.name !== "TimeoutError" && error.name !== "AbortError")) throw error;
}
const toolChoice = getAssistantEvaluationRecoveryToolName(args.state, args.testCase.minimumPreviewCycles ?? 1);
if (!toolChoice || !args.tools.some(({ function: definition }) => definition.name === toolChoice)) {
throw new Error(
"The model returned a prose-only, empty, or timed-out step before completing the Custom Widget lifecycle.",
);
}
process.stdout.write(` recovering with required tool: ${toolChoice}\n`);
const recovered = await callAssistantStep({ ...args, toolChoice });
if ((!recovered.tool_calls || recovered.tool_calls.length === 0) && !(recovered.content ?? "").trim()) {
throw new Error("The model returned an empty assistant step before completing the Custom Widget lifecycle.");
}
return recovered;
}
async function runAssistantAttempt(args: {
testCase: CustomWidgetAiEvaluationCase;
apiKey: string;
baseUrl?: string;
model: string;
feedback: readonly string[];
}) {
const state = createAssistantEvaluationState();
const messages: OpenRouterMessage[] = [
{
role: "system",
content: `${CUSTOM_WIDGET_MCP_AUTHORING_PROMPT}\n\nThis is a tool-driven evaluation. You must begin by loading the complete installed skill, live schema, and component catalog through their tools. Do not stop until customWidget_createFromPreview succeeds.`,
},
{ role: "user", content: buildAssistantPrompt(args.testCase, args.feedback) },
];
for (let step = 0; step < MAX_ASSISTANT_STEPS; step += 1) {
const componentDocumentCount = state.calledTools.filter((name) => name === "customWidget_getComponent").length;
const componentDocumentLimit = state.calledTools.includes("customWidget_getExample") ? 4 : 8;
const tools =
componentDocumentCount >= componentDocumentLimit
? customWidgetAssistantEvaluationToolDefinitions.filter(
({ function: definition }) => definition.name !== "customWidget_getComponent",
)
: customWidgetAssistantEvaluationToolDefinitions;
const message = await callAssistantStepWithRecovery({
apiKey: args.apiKey,
baseUrl: args.baseUrl,
model: args.model,
messages,
tools,
state,
testCase: args.testCase,
});
if ((!message.tool_calls || message.tool_calls.length === 0) && !(message.content ?? "").trim()) {
throw new Error("The model returned an empty assistant step before completing the Custom Widget lifecycle.");
}
messages.push(message);
if (!message.tool_calls || message.tool_calls.length === 0) {
state.finalText = message.content ?? "";
break;
}
for (const toolCall of message.tool_calls) {
process.stdout.write(` tool: ${toolCall.function.name}\n`);
let output: unknown;
try {
const parsed = JSON.parse(toolCall.function.arguments) as unknown;
const input =
parsed !== null && typeof parsed === "object" && !Array.isArray(parsed)
? (parsed as Record<string, unknown>)
: {};
output = executeAssistantEvaluationTool(args.testCase, state, toolCall.function.name, input);
} catch (error) {
output = { error: error instanceof Error ? error.message : "Tool input was not valid JSON" };
}
messages.push({ role: "tool", tool_call_id: toolCall.id, content: JSON.stringify(output) });
}
if (state.createdWidget) {
break;
}
}
return { state, messages };
}
export async function evaluateCustomWidgetAssistantCase(args: {
testCase: CustomWidgetAiEvaluationCase;
apiKey: string;
baseUrl?: string;
outputRoot: string;
maxLoops: number;
generatorModel?: string;
judgeModel?: string;
}): Promise<CustomWidgetAssistantEvaluationResult> {
const caseDirectory = path.join(args.outputRoot, `assistant-${args.testCase.id}`);
await mkdir(caseDirectory, { recursive: true });
const errors: string[] = [];
const feedback: string[] = [];
let bestWidget: HomarrCustomWidgetV2 | null = null;
let bestJudge: CustomWidgetJudgeResult | null = null;
let bestCalledTools: string[] = [];
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,
});
} catch (error) {
const message = error instanceof Error ? error.message : "Unknown assistant evaluation error";
errors.push(`Attempt ${attempt}: ${message}`);
feedback.splice(0, feedback.length, message);
continue;
}
await writeFile(path.join(caseDirectory, `trace-${attempt}.json`), JSON.stringify(run.messages, null, 2), "utf8");
const lifecycleIssues = getAssistantEvaluationLifecycleIssues(run.state);
if (!run.state.createdWidget || lifecycleIssues.length > 0) {
const issues = [
...lifecycleIssues,
...(run.state.createdWidget ? [] : ["The assistant did not create the final tested preview."]),
];
errors.push(`Attempt ${attempt}: lifecycle failed — ${issues.join(" ")}`);
feedback.splice(0, feedback.length, ...issues);
continue;
}
const deterministicIssues = getDeterministicEvaluationIssues(args.testCase, run.state.createdWidget);
if (deterministicIssues.length > 0) {
const issues = deterministicIssues.map(({ message }) => message);
errors.push(`Attempt ${attempt}: deterministic checks failed — ${issues.join("; ")}`);
feedback.splice(0, feedback.length, ...issues);
continue;
}
await writeFile(
path.join(caseDirectory, `widget-${attempt}.json`),
JSON.stringify(run.state.createdWidget, null, 2),
"utf8",
);
let judgeRaw: string;
try {
judgeRaw = await requestCustomWidgetJudge({
testCase: args.testCase,
widget: run.state.createdWidget,
apiKey: args.apiKey,
baseUrl: args.baseUrl,
judgeModel: args.judgeModel,
});
await writeFile(path.join(caseDirectory, `judge-${attempt}.json`), judgeRaw, "utf8");
} catch (error) {
const message = error instanceof Error ? error.message : "Unknown judge error";
errors.push(`Attempt ${attempt}: judge request failed — ${message}`);
feedback.splice(0, feedback.length, "Return a complete polished widget for another independent review.");
continue;
}
let judgeResult: CustomWidgetJudgeResult;
try {
judgeResult = parseJudgeResult(judgeRaw);
} catch (error) {
const message = error instanceof Error ? error.message : "Unknown judge parse error";
errors.push(`Attempt ${attempt}: judge response invalid — ${message}`);
feedback.splice(0, feedback.length, "Return a complete polished widget for another independent review.");
continue;
}
if (!bestJudge || judgeResult.total > bestJudge.total) {
bestWidget = run.state.createdWidget;
bestJudge = judgeResult;
bestCalledTools = run.state.calledTools;
}
if (judgePasses(judgeResult)) {
return {
caseId: args.testCase.id,
attempts: attempt,
widget: run.state.createdWidget,
judge: judgeResult,
outputDirectory: caseDirectory,
errors,
calledTools: run.state.calledTools,
};
}
const issues = judgeResult.highestImpactFixes.length ? judgeResult.highestImpactFixes : judgeResult.problems;
errors.push(`Attempt ${attempt}: judge ${judgeResult.total}/100 — ${issues.join("; ")}`);
feedback.splice(0, feedback.length, ...issues);
}
return {
caseId: args.testCase.id,
attempts: args.maxLoops,
widget: bestWidget,
judge: bestJudge,
outputDirectory: caseDirectory,
errors,
calledTools: bestCalledTools,
};
}