Changeset 0.28.0.1 (#173)

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# Knowledge Bases
The **Knowledge Base** (KB) is the RAG system: upload documents → chunk
→ embed (pgvector / app-level cosine for SQLite) → search via
`kb_search` tool during completions.
### KB CRUD
```
GET /knowledge-bases → { "data": [KB objects] }
POST /knowledge-bases ← { "name", "description", "scope", "team_id" }
GET /knowledge-bases/:id → KB object
PUT /knowledge-bases/:id ← partial update
DELETE /knowledge-bases/:id
```
KB object:
```json
{
"id": "uuid",
"name": "Product Docs",
"description": "Internal product documentation",
"scope": "personal|team|global",
"owner_id": "uuid|null",
"team_id": "uuid|null",
"discoverable": true,
"embedding_model": "text-embedding-3-small",
"chunk_size": 512,
"chunk_overlap": 50,
"document_count": 12,
"created_at": "...",
"updated_at": "..."
}
```
### Documents
**Upload:**
```
POST /knowledge-bases/:id/documents
Content-Type: multipart/form-data
```
Field: `file`. Supported: PDF, DOCX, TXT, MD, HTML, CSV, XLSX, PPTX.
Returns the document object with `status: "pending"`.
**List:**
```
GET /knowledge-bases/:id/documents
```
Returns `{ "data": [document objects] }`.
**Status** (poll during processing):
```
GET /knowledge-bases/:id/documents/:docId/status
```
Status progression: `pending → chunking → embedding → ready | error`.
**Delete:**
```
DELETE /knowledge-bases/:id/documents/:docId
```
### Search
```
POST /knowledge-bases/:id/search
```
```json
{
"query": "How do I configure SSO?",
"limit": 5
}
```
Returns `{ "results": [{ "content", "score", "document_id", "metadata" }] }`.
### Rebuild
Re-chunks and re-embeds all documents:
```
POST /knowledge-bases/:id/rebuild
```
### Channel KB Bindings
A channel can have KBs explicitly bound to it (in addition to any KBs
coming from the active Persona or parent Project).
**Get:**
```
GET /channels/:id/knowledge-bases
```
Returns `{ "data": [ChannelKB objects] }`:
```json
{
"kb_id": "uuid",
"kb_name": "Product Docs",
"enabled": true,
"document_count": 12
}
```
**Set** (replace all):
```
PUT /channels/:id/knowledge-bases
```
```json
{ "kb_ids": ["kb-uuid-1", "kb-uuid-2"] }
```
### Discoverable KBs
The `discoverable` flag controls whether a KB appears in the user's KB
picker. Non-discoverable KBs are hidden from direct access but still
searchable through Persona bindings (enterprise KB mode).
**List discoverable** (for KB picker UI):
```
GET /knowledge-bases-discoverable
```
Returns `{ "data": [KB objects] }` — only KBs the user can see
(personal + team + discoverable global).
**Toggle discoverability** (admin-enforced in handler):
```
PUT /knowledge-bases/:id/discoverable
```
```json
{ "discoverable": false }
```
### KB Resolution Chain
When a completion fires, KBs are resolved in priority order:
```
Persona KBs → Project KBs → Channel KBs → Personal KBs
```
The `BuildKBHint` function assembles all applicable KBs into the
system prompt, and the `kb_search` tool searches across all of them.
### Persona KB Bindings
See §4.4. Persona-KB binding is the primary enterprise mechanism for
controlled KB access.
---