Infrastructure d'Agents et Plateforme de Langage
Le socle des agents autonomes : exécution sécurisée d'outils, mémoire à long terme, RAG et observabilité.
Runtime d'Exécution pour Agents Autonomes
Graphes d'exécution en environnement isolé avec reprise d'état et surcoût d'orchestration inférieur à 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"]
}'Mémoire Épisodique Vectorielle et de Session
Mémoire conversationnelle combinant vecteurs denses, mots-clés et résumé automatique de session.
- 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 Connaissances Gérée et RAG
Découpage sémantique de documents, recherche vectorielle hybride et vérification de citations.
- 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
}'Traduction Automatique Neuronale (100 Langues)
Traduction rapide de documents et conversations avec glossaires personnalisés et préservation du format.
- 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"
}'Intelligence Textuelle et Synthèse
Synthèse extractive et abstraite de documents avec citations vérifiées et zéro hallucination.
- 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
}'Extraction et Exploration Web Structurée
Parsing DOM propre, rendu JavaScript et conversion dynamique en schémas Markdown structurés.
- 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"
}'Observabilité de LLMs et Suivi des Coûts
Suivi en temps réel des coûts de tokens, percentiles de latence et traçage des spans d'agents.
- 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
}'