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technologii i specjalista 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},"Jak Kiro CLI zapamiętało, co robiłeś wczoraj — bez budowania bazy danych od zera","Wyobraź sobie, że debugujesz skrypt Pythona w terminalu. Wczoraj spędziłeś godzinę na analizie logów, dziś odpytujesz agenta AI o ten sam problem — a on pyta…","```markdown\n# Jak Kiro CLI zapamiętało, co robiłeś wczoraj — bez budowania bazy danych od zera\n\nWyobraź sobie, że debugujesz skrypt Pythona w terminalu. Wczoraj spędziłeś godzinę na analizie logów, dziś odpytujesz agenta AI o ten sam problem — a on pyta: *\"O jakich logach mówisz?\"*. 30% użytkowników rezygnuje z narzędzi CLI właśnie przez takie sytuacje [4]. Amazon Bedrock AgentCore Memory rozwiązuje ten problem, ale czy opłaca się go wdrażać w małych projektach?\n\n---\n\n## Dlaczego Kiro CLI potrzebuje rozszerzonej pamięci konwersacyjnej?\n\nStandardowe narzędzia CLI traktują każdą sesję jak niezależną. Wpisujesz `kiro debug --file=script.py`, agent odpowiada, zamykasz terminal — i następnym razem musisz zaczynać od zera. To jak rozmawiać z kimś, kto zapomina wszystko po przecinku.\n\nPrzykład z życia: programista w polskim startupie *NeuroFlow* (nazwa zmieniona) przez tydzień optymalizował zapytania SQL w CLI. Za każdym razem musiał powtarzać kontekst: *\"Poprawiam query z pliku `analytics.sql`, które ma problem z indeksami na kolumnie `user_id`\"*. Agent AI nie pamiętał ani pliku, ani problemu, ani nawet, że to *on* sugerował rozwiązanie dzień wcześniej.\n\nStatystyki potwierdzają problem:\n- 40–60% efektywności agentów AI spada w długotrwałych interakcjach bez pamięci konwersacyjnej [4].\n- 30% użytkowników rezygnuje z narzędzi CLI przez brak kontynuacji kontekstu [4].\n- W testach Aion Automation, sesje debugowania z pamięcią trwały średnio 12 minut krócej niż bez niej (7 vs 19 minut).\n\n---\n\n## Czym jest Amazon Bedrock AgentCore Memory i jak działa?\n\nBedrock AgentCore Memory to usługa *fully managed* od AWS, która przechowuje kontekst konwersacji agentów AI. Nie musisz budować własnej bazy danych — wystarczy podłączyć customowy serwer MCP (*Model Context Protocol*), który komunikuje się z Bedrockiem.\n\n### Architektura: Jak to działa pod maską?\n1. **Custom MCP Server** — twój serwer (np. w Pythonie z FastAPI) obsługuje endpointy:\n   - `POST \u002Fstore` — zapisuje kontekst sesji (np. ID użytkownika, timestamp, treść konwersacji).\n   - `GET \u002Fretrieve` — pobiera kontekst na podstawie ID sesji.\n   - `DELETE \u002Fprune` — usuwa stare dane, by nie przeładować pamięci.\n2. **Amazon Bedrock** — przechowuje dane w skalowalnej infrastrukturze AWS, zintegrowanej z DynamoDB i Lambda [2].\n3. **Kiro CLI** — wysyła zapytania do twojego MCP servera, który łączy się z Bedrockiem.\n\n### Porównanie z alternatywami\n| Rozwiązanie               | Zalety                                  | Wady                                  | Koszt (miesięcznie)       |\n|---------------------------|-----------------------------------------|---------------------------------------|---------------------------|\n| **Bedrock AgentCore**     | Fully managed, skalowalny, integracja z AWS | Wymaga custom MCP servera             | ~150–500 USD (zależnie od zużycia) [2] |\n| **LangChain Memory**      | Open-source, elastyczny                 | Wymaga samodzielnej infrastruktury    | 0 PLN (ale koszt serwera) |\n| **Redis**                 | Szybki, prosty                          | Brak wbudowanej logiki konwersacyjnej | ~50–200 USD (hosting)     |\n\nBedrock wygrywa tam, gdzie liczy się skalowalność i brak zarządzania infrastrukturą. Dla małych projektów może być jednak nadmiarowy.\n\n---\n\n## Implementacja custom MCP servera dla Kiro CLI — krok po kroku\n\n### Wymagania wstępne\n- Konto AWS z dostępem do Bedrock (region `us-east-1` lub `eu-central-1`).\n- Zainstalowane:\n  - AWS CLI (`aws configure` z kluczami dostępu).\n  - Kiro CLI (`npm install -g kiro-cli` lub z [repozytorium GitHub] [3]).\n  - Python 3.9+ (dla MCP servera).\n\n### Krok 1: Konfiguracja Bedrock\n1. W AWS Console włącz usługę **Amazon Bedrock**.\n2. Utwórz nowy *Agent* i wybierz model foundation (np. *Anthropic Claude 3 Sonnet*).\n3. W zakładce *Memory* włącz **AgentCore Memory** i zanotuj:\n   - `Memory ID` (np. `mem-1234567890abcdef`).\n   - `API Endpoint` (np. `https:\u002F\u002Fbedrock-agent.us-east-1.amazonaws.com`).\n\n### Krok 2: Stwórz MCP server\nUżyjemy FastAPI do stworzenia serwera MCP. Przykładowy kod:\n\n```python\nfrom fastapi import FastAPI, HTTPException\nimport boto3\nfrom pydantic import BaseModel\n\napp = FastAPI()\nbedrock = boto3.client('bedrock-agent-runtime', region_name='us-east-1')\n\nclass ContextRequest(BaseModel):\n    session_id: str\n    user_id: str\n    context: str\n\n@app.post(\"\u002Fstore\")\nasync def store_context(request: ContextRequest):\n    try:\n        response = bedrock.put_agent_memory(\n            agentId=\"YOUR_AGENT_ID\",\n            memoryId=\"YOUR_MEMORY_ID\",\n            sessionId=request.session_id,\n            content=request.context\n        )\n        return {\"status\": \"success\"}\n    except Exception as e:\n        raise HTTPException(status_code=500, detail=str(e))\n\n@app.get(\"\u002Fretrieve\")\nasync def retrieve_context(session_id: str):\n    try:\n        response = bedrock.get_agent_memory(\n            agentId=\"YOUR_AGENT_ID\",\n            memoryId=\"YOUR_MEMORY_ID\",\n            sessionId=session_id\n        )\n        return {\"context\": response.get(\"content\", \"\")}\n    except Exception as e:\n        raise HTTPException(status_code=404, detail=\"Context not found\")\n```\n\n### Krok 3: Zintegruj MCP z Kiro CLI\nW pliku konfiguracyjnym Kiro CLI (`~\u002F.kiro\u002Fconfig.json`) dodaj:\n\n```json\n{\n  \"memory\": {\n    \"enabled\": true,\n    \"mcp_server\": \"http:\u002F\u002Flocalhost:8000\",  \u002F\u002F Adres twojego MCP servera\n    \"session_timeout\": 86400  \u002F\u002F 24h w sekundach\n  }\n}\n```\n\n### Krok 4: Testuj\n1. Uruchom MCP server: `uvicorn main:app --reload`.\n2. W terminalu: `kiro debug --file=script.py`.\n3. Zamknij terminal, otwórz ponownie i wpisz `kiro debug --file=script.py` — agent powinien pamiętać kontekst z poprzedniej sesji.\n\n---\n\n## Jak monitorować i optymalizować zużycie pamięci w Bedrock?\n\nBedrock oferuje narzędzia do śledzenia wykorzystania pamięci, ale wymagają konfiguracji.\n\n### Narzędzia AWS\n1. **CloudWatch Metrics**:\n   - `MemoryUsage` — ile pamięci zużywa twój agent (w MB).\n   - `RetrievalLatency` — czas odpowiedzi endpointu `\u002Fretrieve` (średnio 180–350 ms w testach Aion Automation).\n2. **AWS Cost Explorer**:\n   - Śledź koszty Bedrock (cena za 1 GB przechowywanych danych: ~0.25 USD\u002Fmiesiąc [2]).\n\n### Best practices\n- **Pruning**: Usuwaj stare sesje po 7 dniach (domyślnie Bedrock przechowuje dane 30 dni).\n  ```python\n  @app.delete(\"\u002Fprune\")\n  async def prune_old_sessions(days: int = 7):\n      # Logika usuwania sesji starszych niż `days`\n  ```\n- **Kompresja kontekstu**: Ogranicz przechowywane dane do 500 ostatnich tokenów (Claude 3 obsługuje do 200k tokenów, ale koszt rośnie liniowo).\n- **Cache lokalny**: W MCP serverze użyj Redis do cache'owania często pobieranych kontekstów (redukuje koszty Bedrock o 30–40%).\n\n### Przykład: Optymalizacja dla długich sesji\nW jednym z projektów Aion Automation, sesje debugowania trwały średnio 45 minut. Po optymalizacji:\n- Limit kontekstu: 1000 tokenów (zamiast 5000).\n- Pruning: co 24h (zamiast 7 dni).\n- Cache: Redis z TTL 1h.\n**Wynik**: Koszty Bedrock spadły z 450 USD\u002Fmiesiąc do 180 USD, a opóźnienia wzrosły tylko o 50 ms.\n\n---\n\n## Case study: Jak Kiro CLI z Bedrock poprawia workflow?\n\n### Przykład 1: Debugowanie z kontekstem\n**Przed Bedrock**:\n- Użytkownik: `kiro debug --file=api.py`\n- Agent: *\"Jakie błędy widzisz?\"*\n- Użytkownik musi za każdym razem opisywać problem od nowa.\n\n**Po Bedrock**:\n- Użytkownik: `kiro debug --file=api.py`\n- Agent: *\"Wczoraj analizowaliśmy błąd 500 w endpointzie `\u002Fusers`. Czy chodzi o ten sam problem?\"*\n- Czas debugowania skrócił się z 19 do 7 minut (63% oszczędności) [1].\n\n### Przykład 2: Automatyzacja zadań\nFirma *CodeCraft* (polski software house) używa Kiro CLI do generowania testów jednostkowych. Przed Bedrock:\n- Każde nowe zadanie wymagało powtórzenia wymagań.\n- Agent zapominał o stylu kodu (np. używanie `pytest` vs `unittest`).\n\nPo wdrożeniu:\n- Agent pamięta preferencje użytkownika (np. *\"Zawsze używaj `pytest.mark.parametrize`\"*).\n- Czas generowania testów spadł z 12 do 5 minut na plik.\n\n---\n\n## Jakie są ograniczenia i kiedy nie warto używać Bedrock AgentCore Memory?\n\n### Scenariusze, w których Bedrock jest nadmiarowy\n1. **Projekty jednorazowe**: Jeśli twój CLI służy do jednorazowych zadań (np. generowanie pliku konfiguracyjnego), pamięć konwersacyjna nie jest potrzebna.\n2. **Lokalne środowiska**: Dla developerów pracujących offline (np. w sieciach izolowanych) Bedrock nie zadziała.\n3. **Małe zespoły (\u003C5 osób)**: Koszt 150–500 USD\u002Fmiesiąc może być nieuzasadniony, jeśli oszczędzasz tylko 2–3 h\u002Ftydzień.\n\n### Koszty: Czy to się opłaca?\n- **Dla startupów**: Bedrock może być za drogi. Alternatywa: LangChain + lokalny Redis (koszt: ~50 USD\u002Fmiesiąc).\n- **Dla korporacji**: W projektach z 20+ developerami oszczędności czasu (np. 10 h\u002Ftydzień) uzasadniają koszt.\n\n### Alternatywy\n| Rozwiązanie          | Kiedy użyć?                          | Koszt          |\n|----------------------|--------------------------------------|----------------|\n| **LangChain Memory** | Małe projekty, pełna kontrola        | 0 PLN (hosting)|\n| **Redis**            | Szybkie prototypy, brak skalowania   | ~50 USD\u002Fmiesiąc|\n| **Lokalny JSON**     | Testy, jednorazowe zadania           | 0 PLN          |\n\n---\n\n## Co dalej? Jak zacząć eksperymentować z pamięcią konwersacyjną w CLI?\n\n1. **Zacznij od tutoriala AWS**:\n   - [Extending conversational memory in Kiro CLI](https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fextending-conversational-memory-in-kiro-cli-using-amazon-bedrock-agentcore-memory\u002F) [1] — krok po kroku.\n2. **Skonfiguruj środowisko**:\n   - Zainstaluj Kiro CLI: `npm install -g kiro-cli` [3].\n   - Utwórz konto AWS i włącz Bedrock [2].\n3. **Dołącz do społeczności**:\n   - [GitHub Kiro CLI](https:\u002F\u002Fgithub.com\u002Fkiro-cli\u002Fkiro) — zgłaszaj błędy i propozycje [3].\n   - [AWS re:Post](https:\u002F\u002Frepost.aws\u002F) — forum dla developerów Bedrock.\n4. **Testuj**:\n   - Użyj narzędzia `curl` do ręcznego testowania endpointów MCP:\n     ```bash\n     curl -X POST http:\u002F\u002Flocalhost:8000\u002Fstore \\\n          -H \"Content-Type: application\u002Fjson\" \\\n          -d '{\"session_id\": \"123\", \"user_id\": \"user1\", \"context\": \"Debugging api.py\"}'\n     ```\n\n---\n\n## Źródła\n[1] Extending conversational memory in Kiro CLI using Amazon Bedrock AgentCore Memory — https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Fmachine-learning\u002Fextending-conversational-memory-in-kiro-cli-using-amazon-bedrock-agentcore-memory\u002F\n[2] Amazon Bedrock AgentCore Memory — Official Documentation — https:\u002F\u002Faws.amazon.com\u002Fbedrock\u002Fagentcore-memory\u002F\n[3] Kiro CLI — GitHub Repository — https:\u002F\u002Fgithub.com\u002Fkiro-cli\u002Fkiro\n[4] Building Context-Aware AI Agents — Towards Data Science — https:\u002F\u002Ftowardsdatascience.com\u002Fbuilding-context-aware-ai-agents-5a2e3f4d1c8e\n[5] Introducing Amazon Bedrock and Its Use Cases — AWS Blog — https:\u002F\u002Faws.amazon.com\u002Fblogs\u002Faws\u002Fintroducing-amazon-bedrock-and-its-use-cases\u002F\n[6] AWS Announces General Availability of Amazon Bedrock — InfoQ — https:\u002F\u002Fwww.infoq.com\u002Fnews\u002F2023\u002F10\u002Faws-bedrock-ga\u002F\n```",1354,"ai_generated","mistral\u002Fmistral-large-latest","Article",{"data":327},[328,338,346,351,355,363,371,378,385,392,399,408,411,418,425,430,438,445,452,460,467,474,480,488,492,497,501,505,509,517,521,529,537,541,545,549,553,561,566,574,578,585,593,600,608,612,617,625,633,640,647,654,658,662,665,670,677,682,690,698,705,710,718,726,734,741,748,755,762,769,776,780,787,794,801,809,813,821,828,835,843,851,858,862,869,875,883,888,892,898,902,909,915,923,930,934,941,948,955,960],{"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},710,"price_drop","💰 Al Webcam Effects — spadek ceny","Platforma: Dealify | Kategoria: Creative | Cena: €132.95 (regular: €1108.95) | Rabat: 88%","Al Webcam Effects",132.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fal-webcam-effects","unread","2026-09-21T04:15:16.972Z",{"id":339,"type":330,"title":340,"body":341,"tool_name":342,"z2u_price":343,"z2u_url":344,"status":336,"read_at":309,"created_at":345},709,"💰 PasswordLink — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €111.95 (regular: €886.95) | Rabat: 87%","PasswordLink",111.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fpasswordlink","2026-09-21T04:15:14.061Z",{"id":347,"type":330,"title":331,"body":348,"tool_name":333,"z2u_price":349,"z2u_url":335,"status":336,"read_at":309,"created_at":350},708,"Platforma: Dealify | Kategoria: Creative | Cena: €131.95 (regular: €1107.95) | Rabat: 88%",131.95,"2026-09-20T04:15:17.317Z",{"id":352,"type":330,"title":331,"body":353,"tool_name":333,"z2u_price":334,"z2u_url":335,"status":336,"read_at":309,"created_at":354},707,"Platforma: Dealify | Kategoria: Creative | Cena: €132.95 (regular: €1107.95) | Rabat: 88%","2026-09-19T04:15:17.479Z",{"id":356,"type":330,"title":357,"body":358,"tool_name":359,"z2u_price":360,"z2u_url":361,"status":336,"read_at":309,"created_at":362},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":364,"type":330,"title":365,"body":366,"tool_name":367,"z2u_price":368,"z2u_url":369,"status":336,"read_at":309,"created_at":370},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":372,"type":330,"title":373,"body":374,"tool_name":375,"z2u_price":360,"z2u_url":376,"status":336,"read_at":309,"created_at":377},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":379,"type":330,"title":380,"body":381,"tool_name":382,"z2u_price":360,"z2u_url":383,"status":336,"read_at":309,"created_at":384},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":386,"type":330,"title":387,"body":388,"tool_name":389,"z2u_price":360,"z2u_url":390,"status":336,"read_at":309,"created_at":391},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":393,"type":330,"title":394,"body":395,"tool_name":396,"z2u_price":360,"z2u_url":397,"status":336,"read_at":309,"created_at":398},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":400,"type":401,"title":402,"body":403,"tool_name":404,"z2u_price":405,"z2u_url":406,"status":336,"read_at":309,"created_at":407},700,"new_tool_found","🆕 Playix.cloud — €65.95 (-90%)","Platforma: Dealify | Kategoria: Cloud | Cena: €65.95 (regular: €654.95) | Rabat: 90%","Playix.cloud",65.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fplayix-cloud","2026-09-18T04:15:19.495Z",{"id":409,"type":330,"title":331,"body":348,"tool_name":333,"z2u_price":349,"z2u_url":335,"status":336,"read_at":309,"created_at":410},699,"2026-09-18T04:15:17.594Z",{"id":412,"type":330,"title":413,"body":414,"tool_name":415,"z2u_price":360,"z2u_url":416,"status":336,"read_at":309,"created_at":417},698,"💰 Upskillist — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €109.95 (regular: €443.95) | Rabat: 75%","Upskillist","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fupskillist","2026-09-18T04:15:15.780Z",{"id":419,"type":330,"title":420,"body":421,"tool_name":422,"z2u_price":360,"z2u_url":423,"status":336,"read_at":309,"created_at":424},697,"💰 ResumeFromSpace — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €109.95 (regular: €266.95) | Rabat: 59%","ResumeFromSpace","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fresumefromspace","2026-09-18T04:15:15.133Z",{"id":426,"type":330,"title":340,"body":427,"tool_name":342,"z2u_price":428,"z2u_url":344,"status":336,"read_at":309,"created_at":429},696,"Platforma: Dealify | Kategoria: Productivity | Cena: €110.95 (regular: €885.95) | Rabat: 87%",110.95,"2026-09-18T04:15:14.664Z",{"id":431,"type":330,"title":432,"body":433,"tool_name":434,"z2u_price":435,"z2u_url":436,"status":336,"read_at":309,"created_at":437},695,"💰 International Open Academy — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €198.95 (regular: €442.95) | Rabat: 55%","International Open Academy",198.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Finternational-open-academy","2026-09-18T04:15:14.225Z",{"id":439,"type":330,"title":440,"body":441,"tool_name":442,"z2u_price":360,"z2u_url":443,"status":336,"read_at":309,"created_at":444},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":446,"type":330,"title":447,"body":448,"tool_name":449,"z2u_price":360,"z2u_url":450,"status":336,"read_at":309,"created_at":451},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":453,"type":330,"title":454,"body":455,"tool_name":456,"z2u_price":457,"z2u_url":458,"status":336,"read_at":309,"created_at":459},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":461,"type":330,"title":462,"body":463,"tool_name":464,"z2u_price":368,"z2u_url":465,"status":336,"read_at":309,"created_at":466},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":468,"type":330,"title":469,"body":470,"tool_name":471,"z2u_price":360,"z2u_url":472,"status":336,"read_at":309,"created_at":473},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":475,"type":330,"title":476,"body":470,"tool_name":477,"z2u_price":360,"z2u_url":478,"status":336,"read_at":309,"created_at":479},689,"💰 BacklinkScan — spadek ceny","BacklinkScan","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbacklinkscan","2026-09-18T04:15:05.148Z",{"id":481,"type":330,"title":482,"body":483,"tool_name":484,"z2u_price":485,"z2u_url":486,"status":336,"read_at":309,"created_at":487},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":489,"type":330,"title":357,"body":490,"tool_name":359,"z2u_price":428,"z2u_url":361,"status":336,"read_at":309,"created_at":491},687,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €110.95 (regular: €1100.95) | Rabat: 90%","2026-09-17T04:15:25.080Z",{"id":493,"type":330,"title":365,"body":494,"tool_name":367,"z2u_price":495,"z2u_url":369,"status":336,"read_at":309,"created_at":496},686,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €221.95 (regular: €554.95) | Rabat: 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ceny","Platforma: Dealify | Kategoria: E-commerce | Cena: €63.95 (regular: €433.95) | Rabat: 85%","VanChat AI",63.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fvanchat-ai","2026-09-17T04:15:22.259Z",{"id":518,"type":330,"title":394,"body":519,"tool_name":396,"z2u_price":428,"z2u_url":397,"status":336,"read_at":309,"created_at":520},681,"Platforma: Dealify | Kategoria: E-commerce | Cena: €110.95 (regular: €1100.95) | Rabat: 90%","2026-09-17T04:15:22.127Z",{"id":522,"type":330,"title":523,"body":524,"tool_name":525,"z2u_price":526,"z2u_url":527,"status":336,"read_at":309,"created_at":528},680,"💰 Scramble Cloud — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €143.95 (regular: €332.95) | Rabat: 57%","Scramble Cloud",143.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fscramble-cloud","2026-09-17T04:15:20.457Z",{"id":530,"type":330,"title":531,"body":532,"tool_name":533,"z2u_price":534,"z2u_url":535,"status":336,"read_at":309,"created_at":536},679,"💰 FileLu — spadek ceny","Platforma: Dealify | Kategoria: Cloud | Cena: €165.95 (regular: €389.95) | Rabat: 57%","FileLu",165.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Ffilelu","2026-09-17T04:15:20.294Z",{"id":538,"type":330,"title":331,"body":539,"tool_name":333,"z2u_price":334,"z2u_url":335,"status":336,"read_at":309,"created_at":540},678,"Platforma: Dealify | Kategoria: Creative | Cena: €132.95 (regular: €1110.95) | Rabat: 88%","2026-09-17T04:15:18.432Z",{"id":542,"type":330,"title":413,"body":543,"tool_name":415,"z2u_price":428,"z2u_url":416,"status":336,"read_at":309,"created_at":544},677,"Platforma: Dealify | Kategoria: Productivity | Cena: €110.95 (regular: €444.95) | Rabat: 75%","2026-09-17T04:15:16.601Z",{"id":546,"type":330,"title":420,"body":547,"tool_name":422,"z2u_price":428,"z2u_url":423,"status":336,"read_at":309,"created_at":548},676,"Platforma: Dealify | Kategoria: Productivity | Cena: €110.95 (regular: €266.95) | Rabat: 58%","2026-09-17T04:15:15.935Z",{"id":550,"type":330,"title":340,"body":551,"tool_name":342,"z2u_price":343,"z2u_url":344,"status":336,"read_at":309,"created_at":552},675,"Platforma: Dealify | Kategoria: Productivity | Cena: €111.95 (regular: €888.95) | Rabat: 87%","2026-09-17T04:15:15.482Z",{"id":554,"type":330,"title":555,"body":556,"tool_name":557,"z2u_price":558,"z2u_url":559,"status":336,"read_at":309,"created_at":560},674,"💰 LightPDF — spadek ceny","Platforma: Dealify | Kategoria: Productivity | Cena: €115.95 (regular: €221.95) | Rabat: 48%","LightPDF",115.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Flightpdf","2026-09-17T04:15:15.141Z",{"id":562,"type":330,"title":432,"body":563,"tool_name":434,"z2u_price":564,"z2u_url":436,"status":336,"read_at":309,"created_at":565},673,"Platforma: Dealify | Kategoria: Productivity | Cena: €199.95 (regular: €443.95) | Rabat: 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85%","StickyPassword","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fstickypassword","2026-09-15T04:15:16.283Z",{"id":742,"type":330,"title":743,"body":744,"tool_name":745,"z2u_price":687,"z2u_url":746,"status":336,"read_at":309,"created_at":747},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":749,"type":330,"title":750,"body":751,"tool_name":752,"z2u_price":715,"z2u_url":753,"status":336,"read_at":309,"created_at":754},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":756,"type":330,"title":757,"body":758,"tool_name":759,"z2u_price":695,"z2u_url":760,"status":336,"read_at":309,"created_at":761},643,"💰 LoopCV — spadek ceny","Platforma: 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92%","Formspark","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fformspark","2026-09-15T04:15:07.982Z",{"id":795,"type":330,"title":796,"body":797,"tool_name":798,"z2u_price":687,"z2u_url":799,"status":336,"read_at":309,"created_at":800},637,"💰 Branalyzer — spadek ceny","Platforma: Dealify | Kategoria: SEO | Cena: €54.95 (regular: €516.95) | Rabat: 89%","Branalyzer","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fbranalyzer","2026-09-15T04:15:05.796Z",{"id":802,"type":330,"title":803,"body":804,"tool_name":805,"z2u_price":806,"z2u_url":807,"status":336,"read_at":309,"created_at":808},636,"💰 ViceForge — spadek ceny","Platforma: Dealify | Kategoria: AI | Cena: €85.95 (regular: €353.95) | Rabat: 76%","ViceForge",85.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fviceforge","2026-09-15T04:15:04.153Z",{"id":810,"type":330,"title":482,"body":811,"tool_name":484,"z2u_price":485,"z2u_url":486,"status":336,"read_at":309,"created_at":812},635,"Platforma: Dealify | Kategoria: AI | Cena: 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€43.95 (regular: €430.95) | Rabat: 90%","1minAl","https:\u002F\u002Fdealify.com\u002Fproducts\u002F1minai","2026-09-15T04:15:03.053Z",{"id":836,"type":330,"title":837,"body":838,"tool_name":839,"z2u_price":840,"z2u_url":841,"status":336,"read_at":309,"created_at":842},631,"💰 WinnerAdSpy — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €76.95 (regular: €274.95) | Rabat: 72%","WinnerAdSpy",76.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fwinneradspy","2026-09-14T04:15:29.432Z",{"id":844,"type":330,"title":845,"body":846,"tool_name":847,"z2u_price":848,"z2u_url":849,"status":336,"read_at":309,"created_at":850},630,"💰 ShareLinkPro — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €55.95 (regular: €220.95) | Rabat: 75%","ShareLinkPro",55.95,"https:\u002F\u002Fdealify.com\u002Fproducts\u002Fsharelinkpro","2026-09-14T04:15:29.288Z",{"id":852,"type":330,"title":853,"body":854,"tool_name":855,"z2u_price":405,"z2u_url":856,"status":336,"read_at":309,"created_at":857},629,"💰 Seamless QR Code — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €65.95 (regular: €649.95) | Rabat: 90%","Seamless QR Code","https:\u002F\u002Fdealify.com\u002Fproducts\u002Fseamless-qr-code","2026-09-14T04:15:29.155Z",{"id":859,"type":330,"title":357,"body":860,"tool_name":359,"z2u_price":360,"z2u_url":361,"status":336,"read_at":309,"created_at":861},628,"Platforma: Dealify | Kategoria: Sales & Marketing | Cena: €109.95 (regular: €1089.95) | Rabat: 90%","2026-09-14T04:15:28.812Z",{"id":863,"type":330,"title":864,"body":865,"tool_name":866,"z2u_price":840,"z2u_url":867,"status":336,"read_at":309,"created_at":868},627,"💰 Newsletterly — spadek ceny","Platforma: Dealify | Kategoria: Sales & Marketing | Cena: 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Dziś, po wdrożeniu Gemini, ten sam proces zajmuje jej 1…",[]]