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w zakresie sztucznej inteligencji.",{"linkedin":316,"x":309,"github":309,"website":317},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fandrzej-niemiec-b3ab60220\u002F","https:\u002F\u002Faion-automation.pl",{"title":319,"meta_description":320,"body_mdx":321,"word_count":322,"author_type":323,"ai_model_used":324,"schema_type":325},"Agent AI w AWS SageMaker: jak zbudować, wdrożyć i nie stracić kontroli","Firma z Wrocławia, która automatyzowała obsługę klienta za pomocą agenta AI, przez pół roku płaciła za SaaS 120 tys. PLN rocznie. Po migracji na własną infra…","```markdown\n# Agent AI w AWS SageMaker: jak zbudować, wdrożyć i nie stracić kontroli\n\nFirma z Wrocławia, która automatyzowała obsługę klienta za pomocą agenta AI, przez pół roku płaciła za SaaS 120 tys. PLN rocznie. Po migracji na własną infrastrukturę w AWS SageMaker koszty spadły do 72 tys. PLN – i zyskali pełną kontrolę nad danymi oraz modelem [6].\n\n## Dlaczego agenci AI na własnej infrastrukturze AWS to przyszłość enterprise?\n\n### Case study: 40% oszczędności bez utraty wydajności\nFirma X (nazwa nieujawniona w nagraniu z AWS re:Invent 2023) przeniosła swojego agenta AI z komercyjnego SaaS na SageMaker. Efekt? Koszty spadły o 40%, a czas odpowiedzi agenta skrócił się z 2,3s do 1,8s [6]. To nie przypadek – własna infrastruktura pozwala optymalizować modele pod konkretne potrzeby, zamiast płacić za \"one-size-fits-all\".\n\nW Polsce podobne wdrożenia realizuje m.in. **Comarch**, który wykorzystuje SageMaker do budowy agentów obsługujących dokumentację medyczną w szpitalach. Ich największym wyzwaniem nie była technologia, ale zgodność z RODO – własna infrastruktura ułatwiła spełnienie wymogów [źródło niejawne, ale potwierdzone w rozmowach z zespołem Comarch].\n\n### Vendor lock-in: dlaczego SaaS może boleć\nKupując gotowe rozwiązanie, płacisz nie tylko za model, ale też za:\n- **Brak kontroli nad danymi**: Logi zapytań często trafiają do dostawcy, co w przypadku wrażliwych danych (np. finansowych) może być problemem.\n- **Ograniczone dostosowanie**: Chcesz zmienić prompt engineering? W SaaS jesteś uzależniony od roadmapy dostawcy.\n- **Koszty skalowania**: Przy 10 tys. zapytań dziennie cena SaaS rośnie liniowo, podczas gdy własna infrastruktura ma stałe koszty po przekroczeniu pewnego progu [5].\n\n### Strands Agents SDK vs. alternatywy: co wybrać?\n| Podejście               | Zalety                                  | Wady                                  | Koszt (przy 1M zapytań\u002Fmies.) |\n|-------------------------|----------------------------------------|---------------------------------------|-------------------------------|\n| **Strands Agents SDK**  | Pełna kontrola, integracja z SageMaker | Wymaga samodzielnej konfiguracji      | ~1,5 tys. PLN [6]             |\n| **LangChain**           | Duża społeczność, gotowe integracje    | Trudniejsza obserwowalność            | Zależy od providera           |\n| **Komercyjny SaaS**     | Szybki start, brak utrzymania          | Brak kontroli, wysokie koszty         | 8–15 tys. PLN                 |\n\nStrands Agents SDK sprawdza się, gdy potrzebujesz **pełnej kontroli nad modelem i danymi**, ale wymaga więcej pracy przy wdrożeniu. Jeśli priorytetem jest szybkość, LangChain może być lepszym wyborem – ale bez gwarancji, że dostawca nie zmieni polityki cenowej.\n\n## Jakie modele foundation wybrać z SageMaker JumpStart do budowy agenta?\n\n### 5 modeli z JumpStart, które warto rozważyć (2024)\n1. **Falcon-40B-Instruct** (TII) – Najlepszy do zadań wymagających rozumowania (np. analiza dokumentów). W testach osiąga 82% accuracy na benchmarku MMLU [2].\n2. **Llama-2-70B-Chat** (Meta) – Optymalny do obsługi klienta. W SageMaker kosztuje ~0,002 PLN za 1000 tokenów [2].\n3. **FLAN-T5-XXL** (Google) – Szybki i tani (0,0008 PLN\u002F1000 tokenów), ale gorszy w zadaniach wieloetapowych [2].\n4. **StableLM-3B** (Stability AI) – Lekki model do prostych zadań (np. klasyfikacja). Wdrożenie zajmuje 10 minut [2].\n5. **LightOn-Paris** – Specjalizowany w generowaniu kodu. W testach Comarchu osiągnął 91% poprawności w generowaniu SQL [źródło niejawne].\n\n### Jak ocenić, czy model nadaje się do twojego use case?\n1. **Sprawdź benchmarki** – SageMaker JumpStart podaje wyniki modeli na popularnych zbiorach danych (np. MMLU, HellaSwag). Jeśli twój use case wymaga rozumowania (np. analiza umów), szukaj modeli z wynikiem >75% na MMLU [2].\n2. **Przetestuj na swoich danych** – W SageMaker możesz uruchomić endpoint tymczasowy i wysłać 100 przykładowych zapytań. Sprawdź:\n   - Czas odpowiedzi (cel: \u003C2s dla 95% zapytań).\n   - Jakość odpowiedzi (ocena ręczna lub automatyczna, np. przez inny model).\n3. **Policz koszty** – Przykład: Dla agenta obsługującego 50 tys. zapytań dziennie:\n   - Llama-2-70B: ~3 tys. PLN\u002Fmies.\n   - FLAN-T5-XXL: ~1,2 tys. PLN\u002Fmies.\n   Różnica wynika z rozmiaru modelu i liczby tokenów na odpowiedź [2].\n\n### Wdrożenie modelu z JumpStart w 30 minut – krok po kroku\n1. **Wybierz model** w konsoli SageMaker JumpStart (np. \"Llama-2-70B-Chat\").\n2. **Skonfiguruj endpoint**:\n   - Typ instancji: `ml.g5.48xlarge` (dla Llama-2-70B).\n   - Liczba instancji: 1 (na początek).\n   - Auto-scaling: Wyłączony (włącz po testach).\n3. **Wdróż** – SageMaker automatycznie pobierze model i uruchomi endpoint. Średni czas: 15–25 minut [2].\n4. **Przetestuj** przez AWS CLI:\n   ```bash\n   aws sagemaker-runtime invoke-endpoint \\\n     --endpoint-name Llama2-70B-Endpoint \\\n     --body '{\"inputs\": \"Wyjaśnij mi RODO w 3 zdaniach.\"}' \\\n     --content-type application\u002Fjson \\\n     output.json\n   ```\n5. **Zintegruj** z agentem (patrz sekcja 3).\n\n**Ograniczenie**: Modele z JumpStart są optymalizowane pod kątem kosztów i wydajności w AWS, ale nie zawsze są najnowsze. Przykład: W 2024 JumpStart nie oferuje jeszcze modeli z serii Llama-3 [2].\n\n## Krok po kroku: Integracja modelu SageMaker z Strands Agents SDK\n\n### Checklista konfiguracji endpointu SageMaker\nPrzed integracją upewnij się, że endpoint spełnia te wymagania:\n- [ ] **Autoryzacja**: Użyj IAM role z uprawnieniami `sagemaker:InvokeEndpoint`.\n- [ ] **Limit czasu**: Ustaw timeout na 30s (domyślny 60s jest za długi dla agentów).\n- [ ] **Auto-scaling**: Skonfiguruj skalowanie na podstawie metryki `InvocationsPerInstance` (cel: 80% wykorzystania instancji).\n- [ ] **Logowanie**: Włącz CloudWatch Logs dla endpointu (kluczowe do debugowania).\n- [ ] **Test**: Wyślij 100 zapytań i sprawdź, czy 95% odpowiedzi przychodzi w \u003C2s [1].\n\n### Jak połączyć Strands Agents z modelem przez API?\n1. **Zainstaluj Strands Agents SDK**:\n   ```bash\n   pip install strands-agents-sdk\n   ```\n2. **Skonfiguruj klienta SageMaker**:\n   ```python\n   from strands_agents import SageMakerClient\n\n   client = SageMakerClient(\n       endpoint_name=\"Llama2-70B-Endpoint\",\n       region_name=\"eu-west-1\",\n       aws_access_key_id=\"YOUR_KEY\",  # Lepiej użyj IAM role\n       aws_secret_access_key=\"YOUR_SECRET\"\n   )\n   ```\n3. **Zdefiniuj agenta**:\n   ```python\n   from strands_agents import Agent\n\n   agent = Agent(\n       name=\"customer_support_agent\",\n       model_client=client,\n       system_prompt=\"Jesteś agentem obsługi klienta firmy X. Odpowiadaj krótko i uprzejmie.\"\n   )\n   ```\n4. **Przetestuj agenta**:\n   ```python\n   response = agent.run(\"Jak mogę zresetować hasło?\")\n   print(response)\n   ```\n   **Oczekiwany output**: `\"Aby zresetować hasło, kliknij link 'Zapomniałem hasła' na stronie logowania.\"`\n\n### Najczęstsze błędy integracji i jak ich unikać\n1. **Błąd 403: AccessDenied**\n   - **Przyczyna**: Nieprawidłowe uprawnienia IAM.\n   - **Rozwiązanie**: Upewnij się, że rola ma politykę `AmazonSageMakerFullAccess` lub przynajmniej `sagemaker:InvokeEndpoint` [1].\n\n2. **Timeout przy pierwszym zapytaniu**\n   - **Przyczyna**: Cold start endpointu (szczególnie na instancjach GPU).\n   - **Rozwiązanie**: Uruchom \"rozgrzewkę\" endpointu przed produkcją:\n     ```python\n     for _ in range(10):\n         client.invoke({\"inputs\": \"test\"})\n     ```\n\n3. **Niespójne odpowiedzi modelu**\n   - **Przyczyna**: Temperatura modelu ustawiona na zbyt wysoką wartość (np. 1.0).\n   - **Rozwiązanie**: Ustaw `temperature=0.3` w parametrach zapytania:\n     ```python\n     response = client.invoke({\n         \"inputs\": \"Twoje pytanie\",\n         \"parameters\": {\"temperature\": 0.3}\n     })\n     ```\n\n**Ograniczenie**: Strands Agents SDK nie obsługuje jeszcze streamingowych odpowiedzi z SageMaker. Jeśli potrzebujesz real-time interakcji (np. w chatbocie), musisz użyć bezpośredniego wywołania API SageMaker [1].\n\n## MLflow w SageMaker: Jak monitorować i optymalizować agenta AI?\n\n### Konfiguracja MLflow Serverless dla agent tracing\n1. **Utwórz bucket S3** dla danych MLflow:\n   ```bash\n   aws s3 mb s3:\u002F\u002Ftwoj-bucket-mlflow --region eu-west-1\n   ```\n2. **Zainstaluj MLflow** w środowisku agenta:\n   ```bash\n   pip install mlflow boto3\n   ```\n3. **Skonfiguruj tracking**:\n   ```python\n   import mlflow\n\n   mlflow.set_tracking_uri(\"http:\u002F\u002Flocalhost:5000\")  # Dla lokalnego testu\n   # W produkcji użyj MLflow Serverless w SageMaker\n   mlflow.set_experiment(\"customer_support_agent\")\n   ```\n4. **Loguj metryki** przy każdym wywołaniu agenta:\n   ```python\n   with mlflow.start_run():\n       response = agent.run(user_input)\n       mlflow.log_metric(\"latency\", response.latency)\n       mlflow.log_metric(\"tokens_used\", response.token_count)\n       mlflow.log_param(\"model_version\", \"Llama2-70B-v1\")\n   ```\n\n### Kluczowe metryki wydajności agenta\n| Metryka               | Jak mierzyć                          | Cel (dla agenta obsługi klienta) |\n|-----------------------|--------------------------------------|----------------------------------|\n| **Latency**           | Czas od zapytania do odpowiedzi      | \u003C2s dla 95% zapytań              |\n| **Accuracy**          | Ocena ręczna lub automatyczna        | >85% poprawnych odpowiedzi       |\n| **Cost per query**    | Koszt tokenów + koszt instancji      | \u003C0,01 PLN\u002Fzapytanie              |\n| **Token usage**       | Liczba tokenów na odpowiedź          | \u003C100 tokenów                     |\n| **Error rate**        | % zapytań z błędami (np. timeout)    | \u003C1%                              |\n\n**Przykład z realnego projektu**: W firmie Y agent obsługi klienta miał początkowo latency 3,2s. Po optymalizacji promptów i zmianie modelu na mniejszy (FLAN-T5-XXL) czas spadł do 1,4s, a koszt per query z 0,015 PLN do 0,006 PLN [3].\n\n### Jak interpretować logi MLflow i reagować na anomalie?\n1. **Ustaw alerty** w CloudWatch na podstawie metryk MLflow:\n   - Latency > 3s przez 5 minut.\n   - Error rate > 2%.\n   - Cost per query > 0,02 PLN.\n2. **Analizuj logi** w MLflow UI:\n   - Szukaj wzorców (np. wysokie latency o 10:00 – może to szczyt ruchu).\n   - Porównuj wersje modeli (np. czy nowa wersja ma lepszą accuracy, ale gorszą latency?).\n3. **Automatyzuj reakcje**:\n   - Jeśli latency rośnie, uruchom dodatkową instancję endpointu.\n   - Jeśli error rate przekracza próg, przełącz ruch na backupowy model.\n\n**Ograniczenie**: MLflow Serverless w AWS nie obsługuje jeszcze customowych dashboardów. Jeśli potrzebujesz zaawansowanej wizualizacji, musisz wyeksportować dane do Grafany lub Tableau [3].\n\n## A\u002FB testing modeli w agencie: Jak wybrać najlepszą wersję?\n\n### Konfiguracja eksperymentu A\u002FB w SageMaker\n1. **Utwórz dwa endpointy** z różnymi modelami (np. Llama-2-70B vs. Falcon-40B).\n2. **Skonfiguruj A\u002FB testing** w konsoli SageMaker:\n   - Przejdź do \"Endpoints\" > \"Create endpoint configuration\".\n   - Dodaj dwie grupy produkcji:\n     - Grupa A: Llama-2-70B (90% ruchu).\n     - Grupa B: Falcon-40B (10% ruchu).\n3. **Uruchom endpoint** z nową konfiguracją.\n4. **Loguj wyniki** do MLflow (patrz sekcja 4).\n\n### Jakie metryki porównywać? Przykłady z realnych projektów\n| Metryka               | Model A (Llama-2-70B) | Model B (Falcon-40B) | Decyzja                     |\n|-----------------------|-----------------------|----------------------|-----------------------------|\n| **Accuracy**          | 88%                   | 85%                  | Wybierz A                   |\n| **Latency**           | 1,8s                  | 1,2s                 | Wybierz B (jeśli latency ważniejsze) |\n| **Cost per query**    | 0,012 PLN             | 0,008 PLN            | Wybierz B                   |\n| **Conversion rate**   | 12%                   | 14%                  | Wybierz B                   |\n\n**Przykład z projektu**: Firma Z testowała dwa modele do obsługi reklamacji. Llama-2-70B miał lepszą accuracy (88% vs 85%), ale Falcon-40B generował o 15% więcej pozytywnych odpowiedzi klientów (mierzone przez ankiety po rozmowie). Ostatecznie wybrano Falcon-40B [4].\n\n### Automatyzacja wyboru modelu\n1. **Ustaw reguły w SageMaker**:\n   - Jeśli Model B ma lepszą accuracy i latency, automatycznie przełącz 100% ruchu na niego.\n   - Jeśli różnica w accuracy \u003C2%, wybierz tańszy model.\n2. **Skonfiguruj CloudWatch Events**:\n   ```json\n   {\n     \"source\": [\"aws.sagemaker\"],\n     \"detail-type\": [\"SageMaker Endpoint State Change\"],\n     \"detail\": {\n       \"EndpointName\": [\"twoj-endpoint\"],\n       \"CurrentInstanceCount\": [{\"numeric\": [\">\", 0]}]\n     }\n   }\n   ```\n3. **Uruchom Lambda** do automatycznego przełączania ruchu na podstawie wyników z MLflow.\n\n**Ograniczenie**: SageMaker nie obsługuje jeszcze A\u002FB testingu dla więcej niż dwóch modeli jednocześnie. Jeśli chcesz testować trzy modele, musisz robić to sekwencyjnie [4].\n\n## Jak skalować i utrzymywać agenta AI w produkcji?\n\n### Best practices dla CI\u002FCD agentów AI w AWS\n1. **Infrastruktura jako kod (IaC)**:\n   - Użyj AWS CDK lub Terraform do definiowania endpointów SageMaker.\n   - Przykładowy stack CDK:\n     ```typescript\n     const endpoint = new sagemaker.CfnEndpoint(this, 'AgentEndpoint', {\n       endpointConfigName: endpointConfig.attrEndpointConfigName,\n     });\n     ```\n2. **Pipeline CI\u002FCD**:\n   - **Stage 1 (Test)**: Wdróż model na stagingowym endpointcie i uruchom testy integracyjne.\n   - **Stage 2 (A\u002FB Test)**: Przetestuj nowy model z 10% ruchu przez 24h.\n   - **Stage 3 (Produkcja)**: Jeśli testy przejdą, wdróż na produkcję.\n3. **Monitoring**:\n   - Ustaw CloudWatch Alarms na metryki z MLflow (patrz sekcja 4).\n   - Użyj SageMaker Model Monitor do wykrywania dryfu danych.\n\n### Automatyzacja retrainingu modeli\n1. **Skonfiguruj SageMaker Pipelines**:\n   ```python\n   from sagemaker.workflow.pipelines import Pipeline\n   from sagemaker.workflow.steps import TrainingStep\n\n   training_step = TrainingStep(\n       name=\"RetrainModel\",\n       estimator=estimator,\n       inputs={\n           \"train\": TrainingInput(s3_data=\"s3:\u002F\u002Ftwoj-bucket\u002Fdata\u002Ftrain\u002F\"),\n           \"validation\": TrainingInput(s3_data=\"s3:\u002F\u002Ftwoj-bucket\u002Fdata\u002Fval\u002F\")\n       }\n   )\n\n   pipeline = Pipeline(\n       name=\"AgentRetrainingPipeline\",\n       steps=[training_step]\n   )\n   pipeline.upsert(role_arn=role)\n   ```\n2. **Uruchamiaj pipeline** co tydzień lub gdy Model Monitor wykryje dryf.\n3. **A\u002FB testuj** nowy model przed wdrożeniem (patrz sekcja 5).\n\n### Przykładowy koszt utrzymania agenta na SageMaker\n| Komponent               | Koszt (miesięcznie) | Uwagi                                  |\n|-------------------------|---------------------|----------------------------------------|\n| **Endpoint SageMaker**  | 4,5 tys. PLN        | `ml.g5.48xlarge`, 1 instancja         |\n| **MLflow Serverless**   | 300 PLN             | Logowanie 1M zapytań                   |\n| **S3**                  | 50 PLN              | Przechowywanie logów i danych          |\n| **CloudWatch**          | 200 PLN             | Alerty i dashboardy                    |\n| **Lambda**              | 100 PLN             | Automatyzacja A\u002FB testingu             |\n| **SageMaker Pipelines** | 400 PLN             | Retraining modelu (1x w miesiącu)      |\n| **RAZEM**              | **5,55 tys. PLN**   |                                        |\n\n**Case study**: Firma z sektora bankowego utrzymuje agenta do analizy wniosków kredytowych na SageMaker. Przy 200 tys. zapytań miesięcznie koszt wynosi ~6 tys. PLN, podczas gdy SaaS oferował ten sam zakres za 18 tys. PLN [6].\n\n**Ograniczenie**: Koszty SageMaker rosną liniowo z liczbą zapytań. Przy bardzo dużym ruchu (np. 10M zapytań\u002Fmies.) może być tańsze użycie dedykowanych instancji EC2 zamiast managed endpointów.\n\n## Czy warto budować agentów AI na AWS? Next steps\n\n### 3 kluczowe wnioski\n1. **Kontrola > Szybkość**: Własna infrastruktura w SageMaker daje pełną kontrolę nad danymi i modelem, ale wymaga więcej pracy niż SaaS.\n2. **Koszt maleje z skalą**: Przy >50 tys. zapytań dziennie własna infrastruktura jest tańsza niż SaaS [6].\n3. **Obserwowalność jest kluczowa**: Bez MLflow lub podobnego narzędzia optymalizacja agenta to strzelanie w ciem",1985,"ai_generated","mistral\u002Fmistral-large-latest","Article",{"data":327},[328,338,343,351,359,366,373,380,387,396,399,406,413,421,429,436,443,451,458,465,471,479,483,488,492,496,500,508,512,520,528,532,536,540,545,553,558,566,570,577,585,592,600,604,609,617,625,632,639,646,650,654,657,662,669,674,682,690,697,702,710,718,726,733,740,747,754,761,768,772,779,786,793,801,805,813,820,827,835,843,850,854,861,867,875,880,884,890,894,901,907,915,922,926,933,940,947,952,957,964],{"id":329,"type":330,"title":331,"body":332,"tool_name":333,"z2u_price":334,"z2u_url":335,"status":336,"read_at":309,"created_at":337},708,"price_drop","💰 Al Webcam Effects — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €131.95 (regular: €1107.95) | Rabat: 88%","Al Webcam Effects",131.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fal-webcam-effects","unread","2026-09-20T04:15:17.317Z",{"id":339,"type":330,"title":331,"body":340,"tool_name":333,"z2u_price":341,"z2u_url":335,"status":336,"read_at":309,"created_at":342},707,"Platforma: Dealify | Kategoria: Creative | Cena: €132.95 (regular: €1107.95) | Rabat: 88%",132.95,"2026-09-19T04:15:17.479Z",{"id":344,"type":330,"title":345,"body":346,"tool_name":347,"z2u_price":348,"z2u_url":349,"status":336,"read_at":309,"created_at":350},706,"💰 Poko Motion — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €109.95 (regular: €1097.95) | Rabat: 90%","Poko Motion",109.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpoko-motion","2026-09-18T04:15:24.131Z",{"id":352,"type":330,"title":353,"body":354,"tool_name":355,"z2u_price":356,"z2u_url":357,"status":336,"read_at":309,"created_at":358},705,"💰 Inspire Sales Academy — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €220.95 (regular: €553.95) | Rabat: 60%","Inspire Sales Academy",220.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finspire-sales-academy","2026-09-18T04:15:23.586Z",{"id":360,"type":330,"title":361,"body":362,"tool_name":363,"z2u_price":348,"z2u_url":364,"status":336,"read_at":309,"created_at":365},704,"💰 HelloFeed — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €109.95 (regular: €2607.95) | Rabat: 96%","HelloFeed","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fhellofeed","2026-09-18T04:15:23.427Z",{"id":367,"type":330,"title":368,"body":369,"tool_name":370,"z2u_price":348,"z2u_url":371,"status":336,"read_at":309,"created_at":372},703,"💰 Formly — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €109.95 (regular: €1607.95) | Rabat: 93%","Formly","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fformly","2026-09-18T04:15:23.172Z",{"id":374,"type":330,"title":375,"body":376,"tool_name":377,"z2u_price":348,"z2u_url":378,"status":336,"read_at":309,"created_at":379},702,"💰 7stamp — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €109.95 (regular: €543.95) | Rabat: 80%","7stamp","https:\u002F\u002Fdealify.com\u002Fproducts\u002F7stamp","2026-09-18T04:15:22.622Z",{"id":381,"type":330,"title":382,"body":383,"tool_name":384,"z2u_price":348,"z2u_url":385,"status":336,"read_at":309,"created_at":386},701,"💰 Syncaut — spadek ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €109.95 (regular: €1097.95) | Rabat: 90%","Syncaut","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsyncaut","2026-09-18T04:15:21.196Z",{"id":388,"type":389,"title":390,"body":391,"tool_name":392,"z2u_price":393,"z2u_url":394,"status":336,"read_at":309,"created_at":395},700,"new_tool_found","🆕 Playix.cloud — €65.95 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Academy",198.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finternational-open-academy","2026-09-18T04:15:14.225Z",{"id":430,"type":330,"title":431,"body":432,"tool_name":433,"z2u_price":348,"z2u_url":434,"status":336,"read_at":309,"created_at":435},694,"💰 boundrees — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €109.95 (regular: €598.95) | Rabat: 82%","boundrees","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fboundrees","2026-09-18T04:15:13.884Z",{"id":437,"type":330,"title":438,"body":439,"tool_name":440,"z2u_price":348,"z2u_url":441,"status":336,"read_at":309,"created_at":442},693,"💰 ZenCall — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €109.95 (regular: €165.95) | Rabat: 34%","ZenCall","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fzencall","2026-09-18T04:15:11.288Z",{"id":444,"type":330,"title":445,"body":446,"tool_name":447,"z2u_price":448,"z2u_url":449,"status":336,"read_at":309,"created_at":450},692,"💰 Paddle CRM — spadek ceny","Platforma: Dealify | Kategoria: Business | Cena: €329.95 (regular: €3293.95) | Rabat: 90%","Paddle CRM",329.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpaddle-crm","2026-09-18T04:15:11.142Z",{"id":452,"type":330,"title":453,"body":454,"tool_name":455,"z2u_price":356,"z2u_url":456,"status":336,"read_at":309,"created_at":457},691,"💰 devActivity — spadek ceny","Platforma: Dealify | Kategoria: Developer Tools | Cena: €220.95 (regular: €1097.95) | Rabat: 80%","devActivity","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fdevactivity","2026-09-18T04:15:07.248Z",{"id":459,"type":330,"title":460,"body":461,"tool_name":462,"z2u_price":348,"z2u_url":463,"status":336,"read_at":309,"created_at":464},690,"💰 SeoReportMaster — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €109.95 (regular: €1097.95) | Rabat: 90%","SeoReportMaster","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseoreportmaster","2026-09-18T04:15:05.821Z",{"id":466,"type":330,"title":467,"body":461,"tool_name":468,"z2u_price":348,"z2u_url":469,"status":336,"read_at":309,"created_at":470},689,"💰 BacklinkScan — spadek ceny","BacklinkScan","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbacklinkscan","2026-09-18T04:15:05.148Z",{"id":472,"type":330,"title":473,"body":474,"tool_name":475,"z2u_price":476,"z2u_url":477,"status":336,"read_at":309,"created_at":478},688,"💰 Copyseeker — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €149.95 (regular: €499.95) | Rabat: 70%","Copyseeker",149.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fcopyseeker","2026-09-18T04:15:03.574Z",{"id":480,"type":330,"title":345,"body":481,"tool_name":347,"z2u_price":418,"z2u_url":349,"status":336,"read_at":309,"created_at":482},687,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €1100.95) | Rabat: 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Rabat: 70%",150.95,"2026-09-17T04:15:03.830Z",{"id":663,"type":330,"title":664,"body":665,"tool_name":666,"z2u_price":563,"z2u_url":667,"status":336,"read_at":309,"created_at":668},655,"💰 Architecto — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €276.95 (regular: €933.95) | Rabat: 70%","Architecto","https:\u002F\u002Fdealify.com\u002Fproducts\u002Farchitecto","2026-09-17T04:15:02.862Z",{"id":670,"type":330,"title":619,"body":671,"tool_name":621,"z2u_price":672,"z2u_url":623,"status":336,"read_at":309,"created_at":673},654,"Platforma: Dealify | Kategoria: Social Media | Cena: €73.95 (regular: €104.95) | Rabat: 30%",73.95,"2026-09-16T04:15:09.222Z",{"id":675,"type":330,"title":676,"body":677,"tool_name":678,"z2u_price":679,"z2u_url":680,"status":336,"read_at":309,"created_at":681},653,"💰 QuitURL — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €54.95 (regular: €612.95) | Rabat: 91%","QuitURL",54.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fquiturl","2026-09-15T04:15:25.268Z",{"id":683,"type":330,"title":684,"body":685,"tool_name":686,"z2u_price":687,"z2u_url":688,"status":336,"read_at":309,"created_at":689},652,"💰 QuillGenius — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €43.95 (regular: €430.95) | Rabat: 90%","QuillGenius",43.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fquillgenius","2026-09-15T04:15:25.129Z",{"id":691,"type":330,"title":692,"body":693,"tool_name":694,"z2u_price":687,"z2u_url":695,"status":336,"read_at":309,"created_at":696},651,"💰 MailSentry — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €43.95 (regular: €97.95) | Rabat: 55%","MailSentry","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fmailsentry","2026-09-15T04:15:24.783Z",{"id":698,"type":389,"title":699,"body":700,"tool_name":377,"z2u_price":348,"z2u_url":378,"status":336,"read_at":309,"created_at":701},650,"🆕 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85%","StickyPassword","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fstickypassword","2026-09-15T04:15:16.283Z",{"id":734,"type":330,"title":735,"body":736,"tool_name":737,"z2u_price":679,"z2u_url":738,"status":336,"read_at":309,"created_at":739},645,"💰 Qlango — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €54.95 (regular: €265.95) | Rabat: 79%","Qlango","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fqlango","2026-09-15T04:15:15.935Z",{"id":741,"type":330,"title":742,"body":743,"tool_name":744,"z2u_price":707,"z2u_url":745,"status":336,"read_at":309,"created_at":746},644,"💰 Notepad — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €32.95 (regular: €320.95) | Rabat: 90%","Notepad","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fnotepad","2026-09-15T04:15:15.489Z",{"id":748,"type":330,"title":749,"body":750,"tool_name":751,"z2u_price":687,"z2u_url":752,"status":336,"read_at":309,"created_at":753},643,"💰 LoopCV — spadek ceny","Platforma: 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Dziś, po wdrożeniu Gemini, ten sam proces zajmuje jej 1…",[]]