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Familia de Infraestructura de Agentes

Infraestructura de Agentes y Plataforma de Lenguaje

La capa fundamental para agentes autónomos: ejecución segura de herramientas, memoria a largo plazo, RAG y telemetría.

Runtime de Ejecución para Agentes Autónomos

Grafos de ejecución en entornos aislados con reversión de estado y latencia de orquestación sub-50ms.

  • Sandboxed multi-step tool execution with human-in-the-loop approvals
  • Stateful execution graphs with automatic retry and rollback primitives
  • Sub-50ms orchestration overhead on dedicated bare-metal nodes
RuntimeSandboxed WASM / MicroVM
Tool TimeoutUp to 300s
POST /v1/agents/executecURL
curl -X POST https://api.brainiall.com/v1/agents/execute \
  -H "Authorization: Bearer $BRAINIALL_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "agent_id": "ag_research_99",
    "prompt": "Analyze latest SEC filings for ACME Corp and extract gross margin trend.",
    "tools": ["web_search", "document_extract"]
  }'

Memoria Episódica Vectorial y de Sesión

Memoria conversacional persistente que combina vectores densos, palabras clave y resumen automático.

  • Persistent episodic recall and conversational history for AI agents
  • Hybrid dense vector + sparse keyword retrieval with temporal decay
  • Auto-summarization of stale session turns to minimize token costs
POST /v1/agents/memorycURL
curl -X POST https://api.brainiall.com/v1/agents/memory \
  -H "Authorization: Bearer $BRAINIALL_KEY" \
  -d '{
    "user_id": "usr_4401",
    "event": "User prefers dark mode UI and Portuguese audio narration",
    "tags": ["preferences", "ui"]
  }'

Base de Conocimiento Administrada y RAG

Fragmentación semántica de documentos, búsqueda vectorial híbrida y verificación de citas.

  • Managed RAG vector indexing with semantic chunking and reranking
  • Returns grounded citation links with exact character start/end offsets
POST /v1/knowledge/querycURL
curl -X POST https://api.brainiall.com/v1/knowledge/query \
  -H "Authorization: Bearer $BRAINIALL_KEY" \
  -d '{
    "index_id": "kb_enterprise_docs",
    "query": "What is our policy on SOC2 audit logs retention?",
    "top_k": 3
  }'

Traducción Automática Neuronal (100 Idiomas)

Traducción rápida de documentos y conversaciones con glosarios personalizados y preservación de formato.

  • Neural translation across 100 languages with custom glossary enforcement
  • Preserves HTML tags, markdown syntax, and code formatting during translation
POST /v1/language/translatecURL
curl -X POST https://api.brainiall.com/v1/language/translate \
  -H "Authorization: Bearer $BRAINIALL_KEY" \
  -d '{
    "text": "Hello world, welcome to Brainiall Developer Portal.",
    "source_lang": "en",
    "target_lang": "pt-br"
  }'

Inteligencia de Texto y Resumen

Resumen extractivo y abstracto de documentos con citas verificadas y sin alucinaciones.

  • Extractive and abstractive document summarization with length control
  • Grounded question answering with zero external hallucinations
POST /v1/language/summarizecURL
curl -X POST https://api.brainiall.com/v1/language/summarize \
  -H "Authorization: Bearer $BRAINIALL_KEY" \
  -d '{
    "document": "<long-text-body>",
    "mode": "abstractive",
    "max_bullet_points": 5
  }'

Extracción y Rastreo Web Estructurado

Interpretación limpia de DOM, renderizado de JavaScript y conversión a esquemas Markdown estructurados.

  • Clean DOM extraction, JavaScript rendering, and dynamic page scraping
  • Converts complex web pages to clean Markdown or structured JSON schemas
POST /v1/web/extractcURL
curl -X POST https://api.brainiall.com/v1/web/extract \
  -H "Authorization: Bearer $BRAINIALL_KEY" \
  -d '{
    "url": "https://example.com/pricing",
    "render_js": true,
    "format": "markdown"
  }'

Observabilidad de LLMs y Rastreo de Costos

Monitoreo en tiempo real de costos de tokens, percentiles de latencia y trazas de ejecución.

  • Real-time token cost, latency percentiles, and span tracing for agent graphs
  • Automated error alerting and prompt regression monitoring
POST /v1/observability/tracescURL
curl -X POST https://api.brainiall.com/v1/observability/traces \
  -H "Authorization: Bearer $BRAINIALL_KEY" \
  -d '{
    "trace_id": "tr_9912a",
    "span_name": "agent_planning",
    "duration_ms": 142,
    "cost_usd": 0.00041
  }'

Escale sus agentes autónomos con confianza

Implemente memoria, runtime y observabilidad con un único SDK unificado.

Probar plan Growth
APIs de Infraestructura para Agentes y Plataforma | Brainiall | Brainiall