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Cognita

by TrueFoundry

System Card

OrganizationTrueFoundry
Released2024-01
Architecturevector-rag / Modular production RAG with incremental indexing
DetailsComponents for data sources, metadata (Postgres/Prisma), LLM gateway, vector DB (Qdrant/SingleStore), async indexing, API server. Multiple retrievers with similarity, query decomposition, reranking, incremental indexing.
Parameters—
Domainrag-retrieval
Open SourceYes
WebsiteVisit
CodeRepository
truefoundryincremental-indexingproductionarchived

Capability Profile

Benchmark Scores

5 of 14 benchmarks
Data Transparency:5 estimated
Long-Context Retrieval
2/5
RULER
664pEstimated
NIAH
no data
LooGLE
no data
LongBench
603pEstimated
∞Bench
no data
Multi-Turn Recall
0/2
LoCoMo
no data
MemoryBank
no data
Cross-Session Memory
0/1
LongMemEval
no data
Multi-Hop QA
2/3
BABILong
no data
MultiHop-RAG
62.913pEstimated
HotpotQA
63.625pEstimated
Agent Task Memory
0/1
AgentBench-Mem
no data
Personalization
0/1
PerLTQA
no data
Factuality / Grounding
1/1
RAGAS
63.64pEstimated
Sources:Arena estimate — derived from capability profile, not independently verified