Source pinning
Graph nodes include citations with TTLs.
Included in the factory kit
Opinionated defaults you can run on day one.
Ingestion recipes
Confluence, Zendesk, Linear, and product docs.
Workflow DSL
Branching logic for triage + escalation.
Guardrails
Pydantic schemas + evaluation harness.
Ops dashboard
Approve, revert, and annotate agent runs.
Auditability baked in
Every agent action references a source, schema validation, and reviewer state.
Vaulted secrets
Per-tenant secrets injected at runtime only.
Governance mode
Route sensitive intents to humans automatically.
Redaction + replay
PII-friendly logs with instant replay for QA.
Agent Factory Notes
Weekly engineering briefings from the build team.
"GraphRAG vs Vector RAG: When to Use Each (And When to Combine Them)"
"Vector search isn't always enough. Here's when knowledge graphs outperform embeddings—and how to combine both for better RAG systems."
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"RAG Architecture Guide: From Naive to Production-Ready (2025)"
"The complete technical guide to RAG architecture patterns. Learn when to use naive RAG, advanced RAG, modular RAG, and agentic RAG with practical implementation guidance."
18 min read
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"RAG Architecture Paralysis: When Too Many Options Means No Progress"
"Too many RAG options, not enough guidance. Learn why teams get stuck and how to make decisions that actually work."
7 min read
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