Your Data
sources you already own
BigQuery
Snowflake
PostgreSQL
S3S3 / R2
Shopify
GitHub
{·}APIs · web
Ingest
the write path
Connect
pull from any source
Process
crawl · extract · normalize
Enrich
chunk · embed · NER
Index
write docs · vectors · graph
Antfly
The Unified Backbone
Hybrid Search
BM25 + dense + SPLADE · RRF fusion
Knowledge Graph
entities · relationships · traversal
Agent Memory
memoryaf · MCP server · namespaces
Antfly Inference · ML
embed · rerank · chunk · OCR · NER
Raft · sharded · ACID · MCP · A2A
self-hosted · ELv2 · multimodal
read
write
Agent Loop
the serve path: reason · act · learn
1
Query arrives
user prompt · tool call · scheduled trigger
2
Recall memory + Search↔ ANTFLY
embed → hybrid search → graph → rerank
3
Ground prompt → LLM reasons
context + memory → foundation model → tool calls
4
Store to memory → Return answer→ ANTFLY
persist episode · update entities · stream response
Evaluateobserve · measure · red-team · improve