Ai architecture

Skill henriquescastilho/my-claude/.claude/skills/ai-architecture

Arquitetura de plataformas AI, integracao de modelos, MLOps, edge AI. Usar quando o projeto envolve IA, modelos de linguagem, Gemma, fine-tuning, ou inferencia.From its SKILL.md

Install

npx -y skills add henriquescastilho/my-claude --skill ai-architecture

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

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SKILL.md

1.5 KB, 389 tokens by cl100k_base, as published. Nobody here has run it

Arquitetura AI -- Padrao DME

Stack AI da DME

Modelo local: Gemma 4 (no computador do Henrique)
API: Claude API (Anthropic SDK)
Embeddings: OpenAI ou local
Vector DB: pgvector (Supabase) ou Pinecone
Framework: LangChain ou direto com SDK

Padroes de integracao

Claude API (principal)

import Anthropic from '@anthropic-ai/sdk';
const client = new Anthropic();
const message = await client.messages.create({
  model: "claude-sonnet-4-6",
  max_tokens: 1024,
  messages: [{ role: "user", content: prompt }]
});

Gemma 4 (local, gratuito)

Usar para pre-processamento, resumo, classificacao -- tarefas que nao precisam do Claude. Rodar via Ollama ou direto no Python.

Decisoes de arquitetura AI

Tarefa	Modelo	Por que
Resumo de documentos	Gemma 4 (local)	Gratuito, rapido
Geracao de codigo	Claude Sonnet	Qualidade + velocidade
Decisoes complexas	Claude Opus	Raciocinio profundo
Embeddings	text-embedding-3-small	Barato, bom o suficiente
Classificacao simples	Gemma 4 (local)	Zero custo

Seguranca AI

Nunca enviar PII para APIs externas sem anonimizar
Rate limiting em endpoints AI
Timeout em chamadas de inferencia (30s max)
Fallback quando modelo esta indisponivel
Logging de prompts sem dados sensiveis

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.