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Knowledge
Knowledge is the unified home for everything your agents draw on — documents, context files, guidelines, memory, and connected folder vaults — organized into a knowledge graph.
Pencel used to spread this across separate surfaces (Guidelines, Context, a knowledge base). They now live together under Knowledge (/knowledge), so an agent's background is in one place.
What's inside
| Capability | What it is | Deep dive |
|---|---|---|
| Documents | Notes, reports, and reference material your agents can read and cite. | — |
| Context files | Background documents (product overviews, SOPs, brand guides) injected into agent prompts by activation mode. | Context Files |
| Guidelines | Organizational policies that shape agent behavior — tone, data, decision, safety. | Guidelines |
| Memory | What agents learn across runs. Managed under Settings → Memory; agents recall it here. | Memory |
| Folder vaults | Connect a local folder as a vault; Pencel syncs its files and lets you browse them from the sidebar. | below |
Connected folder vaults
Instead of uploading files one at a time, connect a folder vault: point Pencel at a directory and it imports and syncs the files, surfacing them in the Knowledge sidebar for browsing. Updates on disk flow back in on sync, so a living folder of SOPs or specs stays current without manual re-uploads.
The knowledge graph
Behind the documents, Pencel builds a knowledge graph of the entities and claims it extracts from your content. Two things keep it useful rather than noisy:
- Entity resolution — aliases and near-duplicate entities are merged (an alias-aware, fuzzy, type-agnostic match), so "Acme Corp" and "Acme Corporation" resolve to one node.
- Read-time hygiene — nodes with no evidence and tool-only artifacts are hidden, and weak edges are gated, so the graph an agent reads is the signal, not the scaffolding.
What's next
- Context Files — activation modes and URL sync
- Guidelines — categories, scope, and activation
- Memory — how agents retain and recall learnings
- Agents — how agents consume Knowledge in their prompts
