rag-assistente-conhecimento skillA
rag-assistente-conhecimento is agent-read markdown (skill) from hermes-brasil/hermes-brasil: Criar assistente RAG com conhecimento da empresa..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# RAG — Assistente de Conhecimento (Retrieval-Augmented Generation) > **O que é:** técnica que permite IA acessar conhecimento EXTERNO (documentos, > FAQ, banco de dados da empresa) para dar respostas precisas e baseadas nos > dados do cliente — em vez de respostas genéricas do modelo. ## Conceitos-chave ``` 📋 PIPELINE DE RAG: ├── 1. INGESTÃO: carregar documentos ├── 2. INDEXAÇÃO: dividir em chunks + gerar embeddings ├── 3. RETRIEVAL: buscar chunks relevantes à pergunta └── 4. GERAÇÃO: modelo responde usando o contexto recuperado ``` ### Técnicas avançadas (aplicar conforme necessidade) ``` ├── Query Translation: melhorar a pergunta antes de buscar │ ├── Multi-Query (várias versões da pergunta) │ ├── RAG Fusion (combina resultados) │ ├── Decomposition (quebra pergunta complexa) │ ├── Step Back (pergunta mais geral) │ └── HyDE (gera resposta hipotética para buscar) ├── Routing: direcionar pergunta ao modelo/fluxo certo ├── Indexing avançado: RAPTOR, ColBERT ├── CRAG (Conditional RAG): corrigir retrieval com base no grau de confiança └── Adaptive RAG: decide quando buscar mais dados ou responder direto ``` ## Embeddings …
Read the whole file at its exact version.
How to install
mdr add hermes-brasil/hermes-brasil/rag-assistente-conhecimento@git:20260803.34bcfebmdr add hermes-brasil/hermes-brasil/rag-assistente-conhecimento@sha256:a93026192950fdc3Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_zbm4xchtyuqolxsq)
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Versions
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4692 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
hermes-brasil/hermes-brasil · 144 stars · license MIT · pushed 2026-09-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zbm4xchtyuqolxsq GET https://markdownregistry.com/api/v1/resolve?ref=hermes-brasil/hermes-brasil/rag-assistente-conhecimento GET https://markdownregistry.com/api/v1/blob/a93026192950fdc3fbcbb17aacb925a84fefb1d99838c286aa6dee8e21926024
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