Waayo, waxaan ka soo bandhigay Sida loo yaqaan 'Sprints Engineering' waxaa laga yaqaan 'Sprints Engineering' (Sprints Engineering) ee 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 ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. 1,000 API integrations Qalabka Universe Membrane Universe waa library-ka ah oo ka mid ah wax soo saarka integration-ka ah oo 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. Waxaa laga yaabaa in ka badan oo ka mid ah, laakiin waa in la soo bandhigay in ka mid ka mid ah two: 
 
 
 Connectors, oo ku yaalaa sida loo soo xiriir API ah (saareynta via OAuth2, API keys, iwm, plus data collections and events) Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Shuruudaha Dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha — wax soo saarka dhismaha, si ay u aragto auth, si ay u adeegsanay client, si ay u aragto badan, 1,000 integrations waa in ka mid ka mid ah in ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid ka mid. We have used LLMs to accelerate this since the early days of gpt-3.5, but it was always ad-hoc. 30–60 minutes Membrane Agent waxay ka mid ah u baahan yahay sida loo isticmaali karaa platform-ka. Waxaan ku helo batch pipeline si ay u isticmaali karaa thousands of apps automatically. We saw the opportunity to industrialize it Sida loo helo pipeline Sida loo yaqaan 'Pipeline' waxaa laga yaqaan 'Pipeline' waxaa laga yaqaan 'Pipeline 2' iyo 'Pipeline 2' iyo 'Pipeline 2' iyo 'Pipeline 2' iyo 'Pipeline 2'. Fazaanka 1 waa soo saarka authentication - xawaaraha ugu caawin ah ee wax ka mid ah integration. Qalabka 2 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 ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Qalabka 1 - Authentication (build connectors) Taariikhda ugu horeysay ee loo yaqaan "auth" ee cadaadis ah. How it works: 
 
 
 Haddaan oo dhan apps ka API-ga, filters ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah Sida loo isticmaali karaa in ay 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 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 ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah: 
 
 
 
 
 
 
 
 Nala soo xiriir In Membrane Xiriiradda Session Agents ee Engine Our Shuruudaha Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Ma rabtaa agenta ah in ay u isticmaali karaa - agenta waa in aad u isticmaali kartaa Membrane ka mid ah nidaamka iyo in aad isticmaali kartaa connectors ka mid ah adeegga pre-loaded, si ay u isticmaali karaa codsiga app iyo URL. Waqtiga ah in ay ku yaalso agenta ah (~2.5 saacad ka mid ah) Waayo, 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 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 ah mid ka mid ah. If valid: publishes the connector and makes it public If invalid: markii app for manual review What Membrane Agent actually does inside each session: Waayo, waxaa loo isticmaali karaa iyo Sida loo isticmaali karaa API, waxaa loo isticmaali karaa OAuth2, API keys, Basic auth, ama wax ka mid ah, oo loo isticmaali karaa oo dhan parameter auth ah - Client ID / fields secret, scopees, token URLs, wax soo saarka. web search web fetch Sidaas, waxaa laga yaabaa adeegga API ah oo loo yaqaan "customer credentials" ah oo ku yaalaa wax soo saarka si ay u adeegga adeegga, waxaa loo yaqaan "test function" ee loo yaqaan "connection verification" iyo waxaa loo yaqaan "HTTP requests" ee API in ay ku yaalaa in ay ku yaalaa in ay ku salaysan. Sida loo isticmaali karaa qalabka Membrane ee loo isticmaali karaa dhismaha dhismaha dhismaha dhismaha. Markaas waa in la soo xiriir oo dhan. 2.5 minutes per app Qalabka Math: Markaas oo ka mid ah 10 connectors waxaa la aasaasay oo 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. 10 agents, ~2.5 minutes each, running in parallel Dhismaha 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 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 ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Qalabka 2 - Qalabka (Build packages) Sida loo isticmaali karaa macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka mac Shuruudaha waxaa loo 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 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 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 Qalabka Sidee 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 ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah: Qalabka Technical Details Qalabka 5-10 waa mid ka mid ah wax soo saarka Halkan waxaa loo isticmaali karaa in aad u isticmaali karaa in aad u isticmaali karaa. ~100 apps per batch run Shiinaha Tracking Sida loo isticmaali karaa in ay u isticmaali karaa macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka macluumaadka. Sida loo yaabaa, waxaa laga yaabaa in ay 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 ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Shuruudaha dhismaha iyo dhismaha Waxaad ka soo xiriir in ay u isticmaali karaa in ay u isticmaali karaa in ay u isticmaali karaa in ay u isticmaali karaa. 
 
 
 
 Shahaado shahaado: Ka dib markii agenta ah waxaa laga yaabaa, waxaan soo xigtay wax soo saarka sida shahaado SDK-ka. Waayo, waxaa loo yaabaa in ay 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 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 ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Timeouts: Haddii Claude waxay ku dhigi karaa API-ga ah oo ka mid ah macluumaadka ah (agaas oo ka mid ah wax ka mid ah wax ka mid ah), xafiisyada waxaa la heli karaa oo ka mid ah wax soo saarka. Sida loo yaabaa, waxaa laga yaabaa in ay ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka. Shuruudaha ah ee Agent Sida loo yaabaa, waxaa loo yaabaa in ay 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 mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. 
 
 
 
 
 Dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Connector-building skills (wax yar, wax soo saarka, wax soo saarka, wax soo saarka, wax soo saarka, wax soo saarka, wax soo saarka, wax soo saarka) adeegyada OpenAPI (how to find and incrementally query OpenAPI specifics without loading entire schemes into context) Shuruudaha dhismaha ugu fiican ee socodka CORE Connector Dhismaha agenta ah oo ku yaalaa adeegga on-demand in la soo saarka, laakiin for processing batch waxaan ka mid ah in la soo saarka adeegga key ka mid ah nidaamka fursadaha waa badan. LLMs waxay ka mid ah in la soo saarka adeegga self-load in 100% ka mid ah, iyo on this scale aad u baahan tahay caadiga ah oo ka mid ah flexibility. Sida loo yaabaa, agenta waa in aad u dhismaha dhismaha our platform ka dib markii ay u aragto API-ga ah. user prompt waa minimally - kaliya name app iyo URL. Qalabka Manual Markaas oo ka mid ah wax soo saarka, waxaa laga yaabaa in ay ka mid ah wax soo saarka iyo wax soo saarka. 
 
 
 
 Qalabka Edge: Markaad ka mid ah API-ka waa mid ka mid ah macluumaadka ama macluumaadka. Shuruudaha Qalabka: Waxaan u aragtiyo sesiyada agenta ah oo ka mid ah consoleedka, in ay ku yaalaa app-ka ah oo ka mid ah wax soo saarka ah. No real credentials: Waayo, agenta waa in la isticmaali karaa API real keys. Waxaad u isticmaali karaa APIs iyo auth waa loo isticmaali karaa, laakiin waxaa loo isticmaali karaa OAuth real. We are actively building browser automation for automatic test account generation to close this gap. Sidaas oo ka mid ah Waayo, waxaan soo bandhigtay Membrane Universe ka hor, ka dib markii ay u soo bandhigay la nadiif ah iyo app-ka ah - API-ka kale ah, nidaamka dhakhso ah. 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 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 ah mid ka mid ah mid ah mid ka mid ah. Qalabka dhismaha ugu horeysay ee loo yaabaa in ay 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 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 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 ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. Qalabka ugu badan waa this: agenta ah AI waa mid ka mid ah coding assistants oo ay ka caawinayaan in aad ku xira funkts ka badan. Waayo, waxaa loo 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 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 ka mid ah. infrastructure builders

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