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
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
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
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
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
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
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
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
}'