Agent Infrastructure & Platform APIs
The foundational layer for autonomous agents: sandboxed tool execution, long-term memory, knowledge indexing, translation, and trace telemetry.
Autonomous Agent Execution Runtime
Sandboxed tool execution graphs with state rollback primitives and sub-50ms orchestration overhead.
- 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"]
}'Episodic Vector & Session Memory
Persistent conversational memory combining dense vector embeddings, sparse keywords, and automatic turn summarization.
- 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"]
}'Managed Knowledge Base & RAG Indexing
Semantic document chunking, hybrid dense-sparse vector search, and grounded citation verification.
- 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
}'Neural Machine Translation (100 Languages)
High-speed document and conversational translation with custom glossary mapping and formatting preservation.
- 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"
}'Text Intelligence & Summarization
Extractive and abstractive document summarization with grounded citations and zero external hallucinations.
- 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
}'Structured Web Extraction & Crawling
Clean DOM parsing, JavaScript rendering, and dynamic page conversion into structured Markdown schemas.
- 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"
}'LLM Observability & Cost Tracing
Real-time token cost, latency percentiles, and span tracing across complex agent decision chains.
- 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
}'