Selenium waxaa la aasaasay xafiisyada ee dhismaha software automated, laakiin shahaado waxay ku yaalaa in ay ku saabsan dhismaha web ee dhismaha model-object centric & CSS-selector-intensive. Qalabka dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Vibium Haku Qalabka Core Markaas ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. includes intent-level detection, self-healing element locators, multi-surface execution (web, mobile, and desktop), and data-aware assertions Sida loo yaqaan 'Selenio' waa mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Sida loo yaqaan Selenium model la soo bandhigay wall Shuruudaha Selenium waxay ku yaalaa in ay ku yaalaa adeegga ah, adeegga standardized, locators explicit, iyo orchestration-cross-platform. yet these same advantages reap persistent friction: 
 
 
 
 
 
 Brittle Selectors: wax soo saarka ugu weyn ee UI. DOM tunnel vision: in aad u raaxaysaa in ay ka mid ah ( "Waax ka mid ah wax ka mid ah wax ka mid ah wax ka mid ah wax ka mid ah). " Sidee: web, mobile native, desktop, iyo webview dib u baahan yahay. Shuruudaha dhismaha: dhismaha dhismaha dhismaha ah iyo dhismaha dhismaha dhismaha. Shuruudaha dhismaha ugu caawin ah: xisaabooyinka waxay ka mid ah xisaabada pixels ama shaqeynaha, oo ay ka mid ah xisaabada ganacsiga. Shuruudaha waxaa laga yaqaan 'Smart Waits', 'Page Objects' iyo 'Visual Testing Tools', laakiin waxaa laga yaqaan 'Complexity' waxaa laga yaqaan 'Smart Waits' iyo 'Smart Waits'. Sida loo yaqaan Vibium? Waxaa la soo bandhigi karaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa. Vibium 
 
 Qalabka Motor (Deterministic) 
 
 
 Waayo, waxaa laga yaabaa in ka mid ah web (Chrome DevTools Protocol iyo WebDriver Bidirectional Protocol), mobile (Appium compatible), desktop (WinUI iyo Accessibility APIs), APIs, iyo libraries transit message. Waayo, waxaa loo isticmaali karaa in ay ka mid ah wax soo saarka, wax soo saarka, wax soo saarka, wax soo saarka iyo wax soo saarka. 
 
 Qalabka Cognition (Probabilistic + Verified) 
 
 
 
 Cognitive Locators waxaa loo isticmaali karaa xawaaraha multimodal - dhismaha DOM, dhismaha accessibility, dhismaha visual, dhismaha textual, iyo dhismaha layout - si ay u sameeyaan dhismaha element resilient. Intention Planner waxaa loo yaqaan "Natural Language" iyo "Domain-Specific Language" (DSL) ee loo yaqaan "Domain-Specific Language" iyo "Domain-Specific Language" iyo "Domain-Specific Language" (Domain-Specific Language, DSL) iyo "Domain-Specific Language" iyo "Domain-Specific Language" iyo "Domain-Specific Language" iyo "Domain-Specific Language" iyo "Domain-Specific Language" iyo "Domain-Specific Language" iyo "Domain-Specific Language". Self Healing waxay dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha dhismaha dhismaha. 
 
 Waqtiga & Orkestration 
 
 
 
 
 Dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Mode Observation waxaa loo isticmaalaa in mode passive in ay loo isticmaalaa maps action, in ka mid ka mid ah wax soo saarka iyo speed of test authoring. Shuruudaha Calaamadaha waaweyn oo ka mid ah shuruudaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Calaamadaha Shuruudaha Design: Nadiifinta dhismaha deterministka sida loo isticmaali karaa AI si ay u aragto, kharashka iyo kharashka xawaaraha. Sida loo yaqaan Vibium Different (2025 Highlights) 
 
 
 
 
 
 
 
 
 Abstract-level abstraction: "Choos ka mid ah macluumaadka ugu caawin ah oo loo isticmaali karo Apple Pay" waxay ku habboonayaan macluumaadka warshadaha si ay u dhigi karaa go'aanka warshadaha. Multimodal element fusion: dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Autogenous self-repair: Markaad ka mid ah artifact interfaces la xira, Vibium la xiran oo ka mid ah kharashka kharashka kontekstual, wax soo saarka diffs display, iyo telemetry user dhismaha si ay u xiran. Shuruudaha shaqada ah ee Surface-agnostic: shuruudaha kala duwan ee shuruudaha ah waxaa ka mid ah shuruudaha macluumaadka ah ee browser ka mid ah macluumaadka macluumaadka ah ee iOS, Android, ama desktop. Qalabka dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Shuruudaha caadiga ah ee caadiga ah: dhismaha caadiga ah ee caadiga ah ee caadiga ah ee caadiga ah ee caadiga ah ee caadiga ah ee caadiga ah ee caadiga ah ee caadiga ah ee caadiga ah ee caadiga ah. Qalabka dhismaha iyo dhismaha dhismaha: waxaa loo isticmaali karaa macluumaadka macluumaadka dhismaha (PII), dhismaha dhismaha dhismaha dhismaha iyo dhismaha dhismaha dhismaha dhismaha, iyo dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha, oo dhan waxaa loo isticmaali karaa nidaamka dhismaha dhismaha dhismaha. Interface-compatibility backward: Selenium suites si ay u adeegsanay, oo ay u isticmaali karaa si ay u adeegsanay macluumaadka dhismaha dhismaha dhismaha dhismaha dhismaha. Quick Tour: The model programming ee Vibium 
 
 
 
 
 Shuruudaha waxaa laga yaabaa in repo sida .vib (YAML/DSL) ama codka ah (TypeScript/Python/Java). Qalabka ugu horeysay ee loo yaqaan 'Locators are intent first (byRole, byText, byLabel) with cognitive fallbacks (ai()). Qalabka waxaa laga yaqaan UI iyo data (contracts, events, API mirrors). Agents dhismaha wax soo saarka sareeya (tusaale, “provision test user → seed data → run flow → verify ledger”). Qalabka ugu soo saarka ah waa mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Taariikhda 1 – TypeScript (Web + Wallet Mobile) // package.json deps (2025)
// "vibium": "^2.1.0", "ts-node": "^10", "typescript": "^5"
import { test, expect, web, mobile, ai, assert, trace } from "vibium";

test("Guest checkout with Apple Pay applies loyalty pricing", async ({ env }) => {
  // Start web session (Chrome) with network capture
  const browser = await web.launch({ headless: true, recordVideo: true });
  const page = await browser.newPage({ locale: "en-US" });

  // Observation-aware visit (Vibium maps the page structure in background)
  await page.goto(env.BASE_URL + "/store/mugs");

  // Intent: find the cheapest in-stock mug and add to cart
  const cheapest = await ai(page).find({
    intent: "select cheapest in-stock item in grid",
    constraints: { category: "Mugs", stock: "in-stock" }
  });
  await cheapest.act("add_to_cart");

  // Validate minicart via ARIA role; fallback is cognitive locator
  await expect(page.locator({ role: "dialog", name: /cart/i })).toBeVisible();
  const price = await ai(page).read({ of: "cart.total_price" });
  trace.annotate("cart_total_ui", price);

  // Proceed to checkout
  await page.getByRole("button", { name: /checkout/i }).click();

  // Spawn mobile context for Apple Pay sheet (real device or simulator)
  const iphone = await mobile.launch({
    platform: "ios",
    device: "iPhone 16",
    walletSandbox: true
  });

  // Handoff web → native wallet sheet (Vibium links the surfaces)
  await iphone.expectSheet("Apple Pay").within(async (sheet) => {
    await sheet.getByLabel("Ship To").setText("1 Market St, San Francisco CA");
    await sheet.getByLabel("Contact").setText("test.user+ap@acme.com");
    await sheet.getByRole("button", { name: /Pay/i }).tap();
  });

  // Data-aware assertion: verify server-side order snapshot, not just UI
  const order = await assert.contract("checkout.order", {
    source: "kafka:orders_created",
    correlateBy: { email: "test.user+ap@acme.com" },
    withinMs: 8000
  });

  expect(order.total.amount).toEqual(price.amount);         // UI ↔ Data parity
  expect(order.loyalty.applied).toBe(true);                 // promotion applied
  expect(order.state).toEqual("PAID");

  // Visual verification with tolerance (layout regions, not pixels)
  await page.expectLayout("confirmation_screen", { drift: "small" });

  await browser.close();
  await iphone.close();
});
 Sida loo isticmaali karaa 
 
 
 
 
 Sida loo yaabaa, waxaa loo yaabaa in ay ka mid ah wax ka mid ah wax ka mid ah. Web → iOS wallet handoff waxaa loo yaqaan 'cross surface automation'. www.assert.contract() waxaa loo isticmaali karaa in la isticmaali karaa wax soo saarka. Shuruudaha Layout waxaa loo isticmaalaa in ay ku yaalaa region similarity, resilient to font/OS variance. Taariikhda 2 – Python (Self Healing & Contracts) # pip install vibium==2.1.0
from vibium import test, web, ai, expect, assert_contract, heal

@test("Promo banner click-through survives UI rename")
def run(env):
    browser = web.launch(headless=True)
    page = browser.new_page()
    page.goto(env.BASE_URL)

    try:
        # Primary intent: open the back-to-school promo
        ai(page).click(intent="open seasonal promo", labels=["Back to School"])
    except Exception as e:
        # Ask Vibium to propose a heal patch with evidence
        patch = heal.propose(page, reason=str(e), evidence=True)
        # Example: old text 'Back to School' → new 'Campus Essentials'
        heal.apply(patch, commit=True)  # writes a locator patch to repo
        ai(page).click(intent="open seasonal promo")

    # Verify downstream business effect (promotion attached to session)
    promo = assert_contract("session.promotion", 
                            source="redis:session_store",
                            correlate_by={"sessionId": page.session_id},
                            within_ms=3000)
    expect(promo["code"]).to_equal("CAMPUS-ESSENTIALS-2025")
    expect(promo["status"]).to_equal("active")

    browser.close()
 Sida loo isticmaali karaa 
 
 
 heal.propose() loo soo saarka diff + confidence iyo sidoo kale ku habboonay patch. Shuruudaha waxaa loo yaqaan "server session data" iyo "no fragile DOM dependency". Shirkadda Deep Dive (How It Stays Stable) 
 
 
 
 
 
 Cognitive Locator Graph: dhismaha DOM, maps accessibility, text OCR, iyo macluumaadka dhismaha, dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha. Planner: waxaa laga yaabaa in ka mid ah nidaamka (role → label → landmark → vision template → flow context). Verifier: waxaa loo isticmaali karaa wax soo saarka deterministka ka dib markii loo isticmaali karaa wax soo saarka probabilistic (e.g., waxaa loo isticmaali karaa URL-ka caadiga ah? Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha OpenTelemetry waa mid ka mid ah: Choose strategy, candidates rejected, network stubs, screenshots, and element paths. Qalabka Selenium Ma rabtaa in aad "big bang." seeraar pragmatic: 
 
 
 
 
 
 Drop-in Runner: Vibium waxaa loo yaqaan 'Selenium Suite' oo loo yaqaan 'Tracing' iyo 'Smart Waits'. Wrappers Intent: Wrapp brittle flow in mid ka mid ah Vibium helpers (ai(page).click(intent="...")). Data Contracts: waxaa laga yaabaa in ay ka mid ah wax soo saarka (events, DB, APIs). Cross-Surface: si loo yaqaan "Critical Pathways" (e.g., SSO, Apple / Google Pay, deep links) ee web-mobile. Shuruudaha Qalabka: In CI, si ay u hesho patches oo ka badan dhererka dhererka oo ka mid ah dhererka dhererka. : Typical gains observed by 2025 adopters 
 
 
 
 30-60% ka mid ah wax soo saarka 25–40% ka mid ah waqti loo soo saarka ah oo ku saabsan specs cusub 2–4x xawaaraha xawaaraha xawaaraha on regressions caadiga ah (wax ka mid ah traces + contracts) CI / CD & Qalabka 
 
 
 
 Marka aad u aragto in aad Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudaradaada Cudaradaada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Cudarada Secrets & PII: redaction iyo profile alaabta ugu badan; wallet / test payments isoleed per run. Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Patterns iyo Anti-patterns Do 
 
 
 
 
 Shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay. Markaad ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Waayo, waxaa loo isticmaali karaa in ay u isticmaali karaa macluumaadka macluumaadka. Shuruudaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha. Avoid 
 
 
 
 Shuruudaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Pixel dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Waayo, sidoo kale waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Haku FAQ 
 
 
 
 Waa Vibium oo ka mid ah Selenium? No. Waxaad ka mid ah codka Selenium, laakiin loo isticmaalaa in ay biDi / CDP, daawada mobile / desktop, iyo layer cognition AI. Sida loo isticmaali karaa qorshaha iyo dialoogada nadiif ah? Ka mid ah agentayada platform (WinUI/AX, iOS/Android bridges) waxaa laga yaabaa in mid ka mid ah caadiga ah. Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka 30 maalmood ka hor # 1) Init a project
npx vibium init checkout-suite
cd checkout-suite

# 2) Add environments and contracts
vibium env add --name staging --base-url https://staging.acme.com
vibium contract add --schema contracts/checkout.order.json

# 3) Create your first spec
vibium generate spec --template web-to-wallet --name guest-checkout-applepay

# 4) Run locally with rich traces
vibium run --env staging --trace --video

# 5) Wire up CI (GitHub Actions sample)
vibium ci github --add-workflow
 Qalabka Qalabka Selenium waxay ku dhigi karaa Haku Qalabka dhismaha / Scenarios How to Qalabka dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha, dhismaha dhismaha iyo dhismaha dhismaha, dhismaha dhismaha iyo dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha, dhismaha dhismaha dhismaha. QEEBE Vibium QEEBE

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