Features
Dependency mapping that finds the structure in any source.
Every source you're learning from — papers, videos, docs, Notion pages, API references, posts — was structured by someone who already knew where to start. They organized it in the order that made sense to them, which is almost never the order that makes sense to you. SILKLEARN synthesizes across heterogeneous sources, maps what depends on what, and surfaces the dependency-ordered path your material never made explicit.
Why it exists
Three things every other tool assumes you already know.
Capabilities
The dependency structure is in your sources. You inspect it before you follow it.
Structure extraction
The reading order your documents never gave you.
Surface the prerequisite structure across your source material so you know what to read first, what unlocks the next concept, and where your sources disagree.
Synthesis canvas
The compiled structure, visible. Every edge inspectable before you follow it.
A visual synthesis canvas where the compiled dependency graph lives. Review every node, trace every edge to its source, resolve contradictions with your team — before following the path.
AI integration
Your compiled knowledge, available to every AI that asks for it.Coming soon
SILKLEARN becomes an MCP server. Any AI that supports Model Context Protocol — Claude, Cursor, Copilot — can pull dependency-ordered, contradiction-resolved knowledge from your compiled workspaces.
Enterprise
Coming soonPrivate deployment. Your knowledge stays on your infrastructure.
For organizations where the knowledge is sensitive, large, or deeply integrated. Run SILKLEARN on your own infrastructure — same compilation engine, no external data transfer.
Private cloud deployment
On-prem or private VPC. Your compiled knowledge never leaves your infrastructure.
SSO & RBAC
Single sign-on with your identity provider. Role-based access control across workspaces.
Audit logs
Full provenance on every compilation, review decision, and published artifact.
Volume operation commits
Annual contracts with committed operation volumes and negotiated rates.
Priority support & onboarding
Dedicated support and migration assistance for large knowledge repositories.
Next step