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RAG & Knowledge Basesfree

Maintain RAG Embeddings with OpenAI & Auto Drift Rollback

by ResilNextUpdated Aug 2026
RequiresPostgresPostgresOpenAI
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ScDaily RAG Maintenance ScheduleDaily RAG Maint…WeSource Change WebhookSource Change W…SeWorkflow ConfigurationWorkflow Config…HRFetch Documents from SourceFetch Documents…CoChunk Documents & Compute HashChunk Documents…Fetch Previous Chunk HashesFetch Previous …CDDetect Changed ChunksDetect Changed …OpenAI EmbeddingsOpenAI Embeddin…TSRecursive Text SplitterRecursive Text …DDDocument LoaderVSNew Vector Store (Candidate)New Vector Stor…CoStore Embedding MetadataStore Embedding…Save Embedding Version MetadataSave Embedding …Fetch Golden QuestionsFetch Golden Qu…OpenAI Chat ModelOpenAI Chat Mod…Fetch Previous EmbeddingsFetch Previous …CoCalculate Quality MetricsCalculate Quali…CoCalculate Embedding DriftCalculate Embed…IfQuality Improved?Quality Improve…Promote New EmbeddingsPromote New Emb…Rollback to Previous EmbeddingsRollback to Pre…SeFlag for Human ReviewFlag for Human …HRSend NotificationSend Notificati…AgGenerate Answers (New)Generate Answer…AgGenerate Answers (Old)Generate Answer…VSQuery New Vector Store (Tool)Query New Vecto…VSQuery Old Vector Store (Tool)Query Old Vecto…123456789101112131415161718192021222324252627282930313233
1/5
STEPS · 33
Runs on a schedule

On a schedule, refreshes OpenAI embeddings in Postgres, compares datasets to detect drift, and auto-rolls back via an agent when it diverges.

Tags

cronadvancedPostgresOpenAIEngineeringAI RAGdiscoveredpending-review
Connects
postgresPostgresOpenAI
CategoryRAG & Knowledge Bases
Triggercron
Complexityadvanced
Nodes27
AddedJun 27, 2026