AI

Software Developer to AI Engineer Workbench RAG Architecture

1. Visual RAG Pipeline DAG

DAG Active | Tap node to inspect
Query Latency: 142 ms
Est. TTFT: 280 ms
Active Path: Vector -> Prompt
Guardrail Status: PASS (Score > Min)

2. Vector Search Sandbox

Client-side Cosine Match
0.65
0.10 (Permissive) 0.65 (Default Fallback Boundary) 0.95 (Strict)
Retrieved Documentation Chunks 4 / 4 chunks analyzed

3. Token Budget & Cost Estimator

Prompt Tokens 342
Completion Tokens 128
Est. Cost / 1k Calls $0.070
Token Distribution 470 Total Tokens

4. Guardrail & Fallback Engine

Reliability Rules
System Status: Optimal Vector Path PASS

Highest cosine match score (0.88) exceeds threshold (0.65). Context injected into prompt safely.

5. Production Blueprint Code Exporter

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