{"id":6699,"date":"2026-08-21T10:27:51","date_gmt":"2026-08-21T08:27:51","guid":{"rendered":"https:\/\/www.hostx.ro\/kb\/"},"modified":"2026-08-21T10:29:45","modified_gmt":"2026-08-21T08:29:45","password":"","slug":"componentele-esentiale-in-langflow-model-prompt-memorie-agenti","status":"publish","type":"docs","link":"https:\/\/www.hostx.ro\/kb\/componentele-esentiale-in-langflow-model-prompt-memorie-agenti\/","title":{"rendered":"Componentele esen\u021biale \u00een LangFlow (model, prompt, memorie, agen\u021bi)"},"content":{"rendered":"<p>Ca s\u0103 construie\u0219ti aplica\u021bii utile \u00een LangFlow este important s\u0103 \u00een\u021belegi categoriile principale de <strong>componente<\/strong>.<\/p>\n<h2>Inputs \/ Outputs<\/h2>\n<p><strong>Chat Input<\/strong> \u0219i <strong>Chat Output<\/strong> sunt punctele de intrare \u0219i ie\u0219ire ale conversa\u021biei. Aproape orice flow \u00eencepe \u0219i se termin\u0103 cu ele.<\/p>\n<h2>Models (LLM)<\/h2>\n<p>Componentele de model (OpenAI, Anthropic, Ollama etc.) sunt \u201ecreierul&#8221; fluxului. Aici alegi modelul, temperatura \u0219i cheia\/adresa serverului.<\/p>\n<h2>Prompts<\/h2>\n<p>Componenta de <strong>Prompt<\/strong> define\u0219te instruc\u021biunile trimise modelului, cu variabile care se completeaz\u0103 la rulare (de exemplu \u00eentrebarea utilizatorului sau contextul din documente).<\/p>\n<h2>Memory<\/h2>\n<p>Componentele de <strong>memorie<\/strong> permit botului s\u0103 re\u021bin\u0103 contextul conversa\u021biei. F\u0103r\u0103 memorie, fiecare mesaj este tratat izolat.<\/p>\n<h2>Data \/ Vector Stores \/ Embeddings<\/h2>\n<p>Pentru RAG ai nevoie de: \u00eenc\u0103rcarea documentelor, un model de <strong>embeddings<\/strong> \u0219i o <strong>baz\u0103 vectorial\u0103<\/strong>, plus o component\u0103 de c\u0103utare (retriever). Astfel botul r\u0103spunde pe baza datelor tale.<\/p>\n<h2>Agents \/ Tools<\/h2>\n<p>Componentele de tip <strong>Agent<\/strong> \u0219i <strong>Tool<\/strong> permit modelului s\u0103 \u201eac\u021bioneze&#8221;: s\u0103 apeleze unelte (c\u0103utare, API-uri, calcule) \u0219i s\u0103 decid\u0103 singur ce pa\u0219i s\u0103 fac\u0103.<\/p>\n<div class=\"note\">\n<p><strong>Sfat:<\/strong> Fiecare component\u0103 are puncte de conectare (intr\u0103ri\/ie\u0219iri). Tipul portului \u00ee\u021bi spune ce se poate lega de ce. \u00cencepe cu pu\u021bine componente \u0219i extinde treptat.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Ca s\u0103 construie\u0219ti aplica\u021bii utile \u00een LangFlow este important s\u0103 \u00een\u021belegi categoriile principale de componente. Inputs \/ Outputs Chat Input \u0219i Chat Output sunt punctele de intrare \u0219i ie\u0219ire ale conversa\u021biei. Aproape orice flow \u00eencepe \u0219i se termin\u0103 cu ele. Models (LLM) Componentele de model (OpenAI, Anthropic, Ollama etc.) sunt \u201ecreierul&#8221; fluxului. Aici alegi modelul, &#8230; <a title=\"Componentele esen\u021biale \u00een LangFlow (model, prompt, memorie, agen\u021bi)\" class=\"read-more\" href=\"https:\/\/www.hostx.ro\/kb\/componentele-esentiale-in-langflow-model-prompt-memorie-agenti\/\" aria-label=\"Cite\u0219te mai multe despre Componentele esen\u021biale \u00een LangFlow (model, prompt, memorie, agen\u021bi)\">Cite\u0219te mai mult<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"whmcs_kb_id":0,"footnotes":""},"doc_category":[514],"doc_tag":[262,364,363,338,452],"class_list":["post-6699","docs","type-docs","status-publish","hentry","doc_category-langflow","doc_tag-api","doc_tag-automatizare","doc_tag-debugging","doc_tag-documentatie","doc_tag-integrare"],"year_month":"2026-11","word_count":202,"total_views":"11","reactions":{"happy":"0","normal":"0","sad":"0"},"author_info":{"name":"benyhill","author_nicename":"benyhill","author_url":"https:\/\/www.hostx.ro\/kb\/author\/benyhill\/"},"doc_category_info":[{"term_name":"LangFlow","term_url":"https:\/\/www.hostx.ro\/kb\/docs-category\/langflow\/"}],"doc_tag_info":[{"term_name":"API","term_url":"https:\/\/www.hostx.ro\/kb\/docs-tag\/api\/"},{"term_name":"automatizare","term_url":"https:\/\/www.hostx.ro\/kb\/docs-tag\/automatizare\/"},{"term_name":"debugging","term_url":"https:\/\/www.hostx.ro\/kb\/docs-tag\/debugging\/"},{"term_name":"documenta\u021bie","term_url":"https:\/\/www.hostx.ro\/kb\/docs-tag\/documentatie\/"},{"term_name":"integrare","term_url":"https:\/\/www.hostx.ro\/kb\/docs-tag\/integrare\/"}],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - 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