Q17: budget every model request against the provider's context window
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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@@ -65,7 +65,7 @@ function call(args: Record<string, unknown>): ToolCall {
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return { id: `call_${randomUUID()}`, name: "complete_goal", arguments: args };
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}
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function argsFor(h: Harness, agentId: string, auditor: Auditor, toolCall: ToolCall): GoalCompletionArgs {
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function argsFor(h: Harness, agentId: string, auditor: Auditor, toolCall: ToolCall, inputBudgetTokens = 112_000): GoalCompletionArgs {
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const ctx: AgentToolContext = {
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orgId: h.orgId,
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agent: { id: agentId, modelProviderId: h.providerId, modelId: "gpt-5.4" },
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@@ -73,7 +73,7 @@ function argsFor(h: Harness, agentId: string, auditor: Auditor, toolCall: ToolCa
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taskGoalId: h.goalId, taskId: null, sourceThreadId: null,
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workspace: { id: "wsp_audit", localPath: workspaceRoot, writeAccess: true },
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};
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return { deps: h.deps, ctx, providers: { runToolTurn: auditor }, providerId: h.providerId, workspaceId: null, call: toolCall };
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return { deps: h.deps, ctx, providers: { runToolTurn: auditor }, providerId: h.providerId, workspaceId: null, inputBudgetTokens, call: toolCall };
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}
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function goalStatus(h: Harness): string {
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@@ -265,4 +265,18 @@ describe("company_status", () => {
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expect(output).toContain("Ask the CEO");
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h.connection.close();
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});
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test("an audit that outgrows the context budget fails as an error instead of sending an oversized request", async () => {
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const h = createHarness();
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let calls = 0;
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const auditor = async (): Promise<AuditorTurn> => {
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calls += 1;
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return { text: "", toolCalls: [], rawResponseJson: "{}", requestId: "r" };
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};
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const output = await completeGoalTool(argsFor(h, h.ceoId, auditor, call({ evidence: "证".repeat(5_000) }), 3_000));
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expect(output).toMatch(/^ERROR: This run needs ~\d+ input tokens but the provider's context window leaves 3000/);
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expect(calls).toBe(0);
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expect(goalStatus(h)).toBe("active");
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h.connection.close();
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});
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});
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@@ -92,7 +92,7 @@ describe("agent run loop (real tool dispatch)", () => {
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tools: { db: connection.db, organization, chat: new ChatService(connection.db) },
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onToolResults: () => { toolResultNotifications += 1; },
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},
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{ orgId, providerId, workspaceId, instructions: "You are the CEO.", initialUserTurn: "Start the company.", toolContext },
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{ orgId, providerId, inputBudgetTokens: 112_000, workspaceId, instructions: "You are the CEO.", initialUserTurn: "Start the company.", toolContext },
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);
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expect(result.iterations).toBe(4);
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@@ -147,7 +147,7 @@ describe("agent run loop (real tool dispatch)", () => {
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];
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const result = await runAgentLoop(
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{ providers: fakeProvider(script, connection.db), tools: { db: connection.db, organization, chat: new ChatService(connection.db) } },
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{ orgId, providerId, workspaceId: null, instructions: "i", initialUserTurn: "u", toolContext: ctx },
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{ orgId, providerId, inputBudgetTokens: 112_000, workspaceId: null, instructions: "i", initialUserTurn: "u", toolContext: ctx },
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);
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// The tool returns an error string to the model; nothing is written outside the root.
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expect(existsSync(join(workspaceRoot, "..", "escape.txt"))).toBe(false);
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@@ -184,7 +184,7 @@ describe("agent run loop (real tool dispatch)", () => {
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await runAgentLoop(
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{ providers: fakeProvider(script, connection.db), tools: { db: connection.db, organization, chat: new ChatService(connection.db) } },
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{ orgId, providerId, workspaceId: null, instructions: "i", initialUserTurn: "u", toolContext: ctx },
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{ orgId, providerId, inputBudgetTokens: 112_000, workspaceId: null, instructions: "i", initialUserTurn: "u", toolContext: ctx },
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);
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const alex = connection.db.prepare("select id from agents where org_id = ? and name = 'Alex Rivera'").get(orgId) as { id: string };
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@@ -230,7 +230,7 @@ describe("agent run loop (real tool dispatch)", () => {
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};
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await expect(runAgentLoop(
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{ providers: fakeProvider([{ text: "", toolCalls: [] }], connection.db), tools: { db: connection.db, organization, chat: new ChatService(connection.db) } },
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{ orgId, providerId, workspaceId: null, instructions: "i", initialUserTurn: "u", toolContext: ctx },
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{ orgId, providerId, inputBudgetTokens: 112_000, workspaceId: null, instructions: "i", initialUserTurn: "u", toolContext: ctx },
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)).rejects.toThrow(/empty turn/);
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connection.close();
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});
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@@ -6,7 +6,10 @@ import { describe, expect, test } from "vitest";
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import { DatabaseConnection } from "../../src/main/database/connection";
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import { OrganizationService } from "../../src/main/services/organization-service";
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import { ChatService } from "../../src/main/services/chat-service";
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import { SkillService, MAX_COMPILED_PROMPT_CHARS } from "../../src/main/services/skill-service";
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import { SkillService } from "../../src/main/services/skill-service";
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import { skillBudgetTokens } from "../../src/main/services/context-budget";
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const SKILL_TOKENS = skillBudgetTokens(128_000);
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import { importStagedSkills, parseFrontmatter, stageBuiltinSkillsLibrary } from "../../src/main/services/builtin-skills";
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import { dispatchAgentTool, type AgentToolContext } from "../../src/main/services/agent-tools";
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@@ -141,7 +144,7 @@ describe("built-in skills", () => {
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// A third, oversized flat skill to prove the compiled-prompt cap.
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writeFileSync(
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join(h.sourceRoot, "engineering", "engineering-epic-novelist.md"),
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`---\nname: Epic Novelist\ndescription: too big to pack\n---\n\n${"x".repeat(MAX_COMPILED_PROMPT_CHARS + 10)}\n`,
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`---\nname: Epic Novelist\ndescription: too big to pack\n---\n\n${"x".repeat(SKILL_TOKENS * 3 + 30)}\n`,
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"utf8",
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);
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const staged = stageBuiltinSkillsLibrary(h.sourceRoot, h.libraryRoot);
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@@ -175,17 +178,17 @@ describe("built-in skills", () => {
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expect(hired).toContain("Unknown skills skipped: no-such-skill");
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const danaId = (h.connection.db.prepare("select id from agents where org_id = ? and name = 'Dana Lee'").get(h.orgId) as { id: string }).id;
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const danaSnapshot = h.connection.transaction(() => h.skills.resolveRuntimeSnapshot({ orgId: h.orgId, agentId: danaId, runId: "run_dana" }));
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const danaSnapshot = h.connection.transaction(() => h.skills.resolveRuntimeSnapshot({ orgId: h.orgId, agentId: danaId, runId: "run_dana", maxTokens: SKILL_TOKENS }));
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const danaPrompt = (h.connection.db.prepare("select compiled_prompt from skill_runtime_snapshots where id = ?").get(danaSnapshot) as { compiled_prompt: string }).compiled_prompt;
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expect(danaPrompt.indexOf("# Skill: humanizer")).toBe(0);
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expect(danaPrompt).toContain("# Skill: Backend Architect");
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expect(danaPrompt).toContain("Skills omitted for size");
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expect(danaPrompt).toContain("Epic Novelist");
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expect(danaPrompt.length).toBeLessThan(MAX_COMPILED_PROMPT_CHARS + 5_000);
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expect(danaPrompt.length).toBeLessThan(SKILL_TOKENS * 3 + 5_000);
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// The CEO carries humanizer too - forced by resolution, not by binding.
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expect(h.skills.hasRuntimeSkills(h.orgId, ceoId)).toBe(true);
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const ceoSnapshot = h.connection.transaction(() => h.skills.resolveRuntimeSnapshot({ orgId: h.orgId, agentId: ceoId, runId: "run_ceo" }));
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const ceoSnapshot = h.connection.transaction(() => h.skills.resolveRuntimeSnapshot({ orgId: h.orgId, agentId: ceoId, runId: "run_ceo", maxTokens: SKILL_TOKENS }));
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const ceoPrompt = (h.connection.db.prepare("select compiled_prompt from skill_runtime_snapshots where id = ?").get(ceoSnapshot) as { compiled_prompt: string }).compiled_prompt;
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expect(ceoPrompt).toContain("# Skill: humanizer");
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expect(ceoPrompt).not.toContain("# Skill: Backend Architect");
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@@ -210,7 +213,7 @@ describe("built-in skills", () => {
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});
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});
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const promptFor = (runId: string) => {
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const snapshotId = h.connection.transaction(() => h.skills.resolveRuntimeSnapshot({ orgId: h.orgId, agentId, runId }));
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const snapshotId = h.connection.transaction(() => h.skills.resolveRuntimeSnapshot({ orgId: h.orgId, agentId, runId, maxTokens: SKILL_TOKENS }));
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return (h.connection.db.prepare("select compiled_prompt from skill_runtime_snapshots where id = ?").get(snapshotId) as { compiled_prompt: string }).compiled_prompt;
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};
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@@ -0,0 +1,97 @@
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import { randomUUID } from "node:crypto";
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import { tmpdir } from "node:os";
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import { join } from "node:path";
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import { describe, expect, test } from "vitest";
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import { estimateTokens, inputBudgetTokens, skillBudgetTokens } from "../../src/main/services/context-budget";
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import { runAgentLoop } from "../../src/main/services/agent-run-loop";
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import { DatabaseConnection } from "../../src/main/database/connection";
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import { OrganizationService } from "../../src/main/services/organization-service";
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import { ChatService } from "../../src/main/services/chat-service";
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import { IntegrationKeyStore } from "../../src/main/services/integration-key-store";
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import { ProviderService } from "../../src/main/services/provider-service";
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import type { AgentTurnMessage, AgentTurnResult } from "../../src/main/services/provider-tool-turn";
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import { AGENT_TOOLS } from "../../src/main/services/agent-tools";
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import { WORKSPACE_TOOLS } from "../../src/main/services/agent-workspace-tools";
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import { WEB_TOOLS } from "../../src/main/services/agent-web-tools";
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const FIXED_TOKENS = estimateTokens("i") + estimateTokens(JSON.stringify([...AGENT_TOOLS, ...WORKSPACE_TOOLS, ...WEB_TOOLS]));
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describe("token estimates", () => {
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test("count CJK per character and other text per three characters", () => {
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expect(estimateTokens("abcdef")).toBe(2);
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expect(estimateTokens("abcdefg")).toBe(3);
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expect(estimateTokens("技能规则")).toBe(4);
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expect(estimateTokens("规则 rule")).toBe(4);
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expect(inputBudgetTokens(128_000)).toBe(112_000);
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expect(skillBudgetTokens(128_000)).toBe(44_800);
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});
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});
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async function loop(budget: number, sent: AgentTurnMessage[][]) {
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const connection = new DatabaseConnection(join(tmpdir(), `ac-budget-${randomUUID()}.db`));
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const organization = new OrganizationService(connection.db);
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let orgId = "";
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let agentId = "";
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connection.transaction(() => {
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orgId = organization.createOrganization({ organizationName: "B", employeeName: "Y", mission: "m", goal: "g" });
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agentId = organization.createAgent({ orgId, name: "Ana", role: "Analyst", department: "Operations", modelProviderId: null, modelId: null, budgetCents: 1000, managerAgentId: null });
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});
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const chat = new ChatService(connection.db);
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const general = connection.db.prepare("select id from chat_spaces where org_id = ? and name = 'general'").get(orgId) as { id: string };
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chat.sendMessage({ orgId, spaceId: general.id, threadId: null, senderType: "agent", senderId: agentId, bodyMd: "y".repeat(9000), attachmentFileIds: [] });
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let turn = 0;
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try {
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return await runAgentLoop(
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{
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providers: {
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integrationKeys: new IntegrationKeyStore(connection.db),
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runToolTurn: async (input): Promise<AgentTurnResult & { requestId: string }> => {
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sent.push(input.messages.map((message) => ({ ...message })));
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turn += 1;
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return turn <= 2
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? { text: "", toolCalls: [{ id: `c${turn}`, name: "read_messages", arguments: { channel: "general" } }], rawResponseJson: "{}", requestId: `r${turn}` }
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: { text: "done", toolCalls: [], rawResponseJson: "{}", requestId: `r${turn}` };
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},
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},
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tools: { db: connection.db, organization, chat },
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},
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{
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orgId, providerId: "p", inputBudgetTokens: budget, workspaceId: null, instructions: "i", initialUserTurn: "go",
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toolContext: { orgId, agent: { id: agentId, modelProviderId: null, modelId: null }, taskProjectId: null, taskGoalId: null, taskId: null, sourceThreadId: null, workspace: null },
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},
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);
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} finally {
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connection.close();
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}
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}
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describe("run context budget", () => {
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test("over budget, older tool results are elided before the next call", async () => {
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const sent: AgentTurnMessage[][] = [];
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const result = await loop(FIXED_TOKENS + 5_000, sent);
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expect(result.finalText).toBe("done");
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const outputs = sent[2].flatMap((message) => (message.role === "tool" ? message.results.map((item) => item.output) : []));
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expect(outputs[0]).toMatch(/^\[Earlier result of read_messages elided/);
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expect(outputs[1]).toContain("y".repeat(9000));
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});
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test("a request that cannot fit even after compaction fails loudly with the numbers", async () => {
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await expect(loop(2_000, [])).rejects.toThrow(/This run needs ~\d+ input tokens but the provider's context window leaves 2000/);
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});
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test("the provider context window has a floor", () => {
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const connection = new DatabaseConnection(join(tmpdir(), `ac-window-${randomUUID()}.db`));
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const organization = new OrganizationService(connection.db);
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let orgId = "";
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connection.transaction(() => {
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orgId = organization.createOrganization({ organizationName: "W", employeeName: "Y", mission: "m", goal: "g" });
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});
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const providerId = (connection.db.prepare("select id from providers where org_id = ? and provider_key = 'openai'").get(orgId) as { id: string }).id;
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const providers = new ProviderService(connection.db);
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const policy = { orgId, providerId, dataPolicy: "standard" as const, backgroundEnabled: false, monthlyRequestLimit: 100, workspaceScope: "organization" as const };
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expect(() => providers.updatePolicy({ ...policy, contextWindowTokens: 8_000 })).toThrow("Context window must be at least 24000 tokens.");
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providers.updatePolicy({ ...policy, contextWindowTokens: 200_000 });
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expect(connection.db.prepare("select context_window_tokens from providers where id = ?").get(providerId)).toEqual({ context_window_tokens: 200_000 });
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connection.close();
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});
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});
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@@ -24,7 +24,7 @@ describe("domain services", () => {
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const connection = createConnection();
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const rows = connection.db.prepare("select version from schema_migrations order by version asc").all() as Array<{ version: number }>;
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expect(rows.map((row) => row.version)).toEqual([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61]);
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expect(rows.map((row) => row.version)).toEqual([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62]);
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connection.close();
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});
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@@ -186,7 +186,7 @@ describe("domain services", () => {
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skills.bind({ orgId, agentId, skillId: skill.id, revisionId });
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rmSync(skillDir, { recursive: true, force: true });
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skills.runTests({ orgId, revisionId });
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skills.resolveRuntimeSnapshot({ orgId, agentId, runId: "run-review-1" });
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skills.resolveRuntimeSnapshot({ orgId, agentId, runId: "run-review-1", maxTokens: 44_800 });
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});
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// Catalogue metadata ships in the snapshot; skill internals stay in the
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@@ -247,10 +247,10 @@ describe("domain services", () => {
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.get(orgA, "review-routes") as { id: string }).id;
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expect(() => skills.bind({ orgId: orgA, agentId: agentB, skillId, revisionId })).toThrow("Agent was not found.");
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skills.bind({ orgId: orgA, agentId: agentA, skillId, revisionId });
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const firstResolve = skills.resolveRuntimeSnapshot({ orgId: orgA, agentId: agentA, runId: "run-review-1" });
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const firstResolve = skills.resolveRuntimeSnapshot({ orgId: orgA, agentId: agentA, runId: "run-review-1", maxTokens: 44_800 });
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// Idempotent per run: a recovered run reuses its frozen snapshot
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// instead of failing on the uniqueness guard.
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expect(skills.resolveRuntimeSnapshot({ orgId: orgA, agentId: agentA, runId: "run-review-1" })).toBe(firstResolve);
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expect(skills.resolveRuntimeSnapshot({ orgId: orgA, agentId: agentA, runId: "run-review-1", maxTokens: 44_800 })).toBe(firstResolve);
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expect(connection.db.prepare("select count(*) as n from skill_runtime_snapshots where run_id = 'run-review-1'").get())
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.toEqual({ n: 1 });
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});
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@@ -85,7 +85,7 @@ describe("operations service", () => {
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dataPolicy: PROVIDER_DATA_POLICY.STANDARD,
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backgroundEnabled: true,
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monthlyRequestLimit: 10,
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workspaceScope: "organization",
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workspaceScope: "organization", contextWindowTokens: 128_000,
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});
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operations.setFeatureFlag({ orgId, flagId, enabled: false });
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});
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@@ -52,7 +52,7 @@ describe("provider background service", () => {
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dataPolicy: PROVIDER_DATA_POLICY.STANDARD,
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backgroundEnabled: true,
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monthlyRequestLimit: 10,
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workspaceScope: "organization",
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workspaceScope: "organization", contextWindowTokens: 128_000,
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});
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});
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@@ -115,7 +115,7 @@ describe("provider background service", () => {
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dataPolicy: PROVIDER_DATA_POLICY.STANDARD,
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backgroundEnabled: true,
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monthlyRequestLimit: 10,
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workspaceScope: "organization",
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workspaceScope: "organization", contextWindowTokens: 128_000,
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});
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});
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@@ -152,7 +152,7 @@ describe("provider background service", () => {
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dataPolicy: PROVIDER_DATA_POLICY.STANDARD,
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backgroundEnabled: true,
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monthlyRequestLimit: 10,
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workspaceScope: "organization",
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workspaceScope: "organization", contextWindowTokens: 128_000,
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});
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});
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@@ -448,7 +448,7 @@ describe("provider service", () => {
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dataPolicy: PROVIDER_DATA_POLICY.STANDARD,
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backgroundEnabled: false,
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monthlyRequestLimit: 1,
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workspaceScope: "organization",
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workspaceScope: "organization", contextWindowTokens: 128_000,
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});
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});
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await providers.createResponse({
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@@ -524,7 +524,7 @@ describe("provider service", () => {
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dataPolicy: PROVIDER_DATA_POLICY.STANDARD,
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backgroundEnabled: false,
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monthlyRequestLimit: 10,
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workspaceScope: "workspace",
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workspaceScope: "workspace", contextWindowTokens: 128_000,
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});
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});
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@@ -582,7 +582,7 @@ describe("provider service", () => {
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dataPolicy: PROVIDER_DATA_POLICY.ZERO_DATA_RETENTION,
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backgroundEnabled: false,
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monthlyRequestLimit: 10,
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workspaceScope: "organization",
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workspaceScope: "organization", contextWindowTokens: 128_000,
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});
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});
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@@ -72,7 +72,7 @@ describe("tool history compaction", () => {
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tools: { db: connection.db, organization, chat },
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},
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||||
{
|
||||
orgId, providerId: "p", workspaceId: null, instructions: "i", initialUserTurn: "go",
|
||||
orgId, providerId: "p", inputBudgetTokens: 112_000, workspaceId: null, instructions: "i", initialUserTurn: "go",
|
||||
toolContext: { orgId, agent: { id: agentId, modelProviderId: null, modelId: null }, taskProjectId: null, taskGoalId: null, taskId: null, sourceThreadId: null, workspace: null },
|
||||
},
|
||||
);
|
||||
|
||||
@@ -408,7 +408,7 @@ describe("task execution service", () => {
|
||||
dataPolicy: PROVIDER_DATA_POLICY.STANDARD,
|
||||
backgroundEnabled: false,
|
||||
monthlyRequestLimit: 5,
|
||||
workspaceScope: "organization",
|
||||
workspaceScope: "organization", contextWindowTokens: 128_000,
|
||||
});
|
||||
const agentId = organization.createAgent({
|
||||
orgId,
|
||||
@@ -452,7 +452,7 @@ describe("task execution service", () => {
|
||||
dataPolicy: PROVIDER_DATA_POLICY.STANDARD,
|
||||
backgroundEnabled: false,
|
||||
monthlyRequestLimit: 50,
|
||||
workspaceScope: "organization",
|
||||
workspaceScope: "organization", contextWindowTokens: 128_000,
|
||||
}));
|
||||
const enqueued = connection.transaction(() => execution.enqueueHeartbeatRuns());
|
||||
expect(enqueued).toHaveLength(1);
|
||||
|
||||
Reference in new issue
Block a user