> ## Documentation Index
> Fetch the complete documentation index at: https://docs.cloosphere.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# What's New

> Recent feature additions and notable changes in Cloosphere, in reverse chronological order

A consolidated view of what's been added, improved, and changed. Each entry links directly to the relevant guide.

<Update label="2026-07 · Skills & Marketplace" tags={["Skills", "Marketplace", "Document generation"]}>
  ### Skills — reusable agent playbooks

  A workspace feature for creating reusable instruction playbooks that agents invoke on their own. Composed of a name, description, body (SKILL.md), and bundle files — and you can **draft one with AI**. Unlike prompts (which you type), the agent **triggers the matching skill automatically**.
  [Learn more →](/en/workspace/skills)

  ### Marketplace — document generators & external integrations

  Cloosphere's first-party service catalog that adds PPT/Word/Excel/HTML document generators and Google Workspace/Microsoft 365 integrations to your agents. Document generators are configured with palettes, templates, and formats into multiple capabilities, and instead of the LLM hand-building XML, they **run vetted scripts in the code execution engine (Jupyter)** to produce files. **A separately-priced add-on.**
  [Learn more →](/en/workspace/marketplace)

  ### Admin — Marketplace connection

  A new **Marketplace** tab in Admin Settings — set, test, and activate the document generator (Jupyter) and MCP service URLs.
  [Learn more →](/en/admin/settings/marketplace)
</Update>

<Update label="2026-04 · 1.0.1 release" tags={["release", "Teams Bot", "Knowledge Graph"]}>
  ### Microsoft Teams Bot

  A two-way Teams integration where users converse with the bot in 1:1 and group chats and pick agents. Includes AAD Object ID ↔ `User.oauth_oid` matching, RSC permissions, and Redis-backed multi-worker session state.
  [Learn more →](/en/admin/teams-bot)

  ### Knowledge Graph — `Doc Attr` Nodes

  A lightweight path that promotes KB filter values into graph nodes **without LLM calls**. Glossary `Term` nodes are reused automatically to prevent fragmentation. A great starting point before turning on the costlier chunk-level entity extraction (`Doc Entity`).
  [Learn more →](/en/workspace/knowledge-graph#promoting-knowledge-base-filters-to-knowledge-graph-nodes)

  ### Embed Widget Enhancements

  * **side-bottom** panel mode added (alongside popup / side-right / side-left — 4 placements total)
  * Users can resize the panel width directly; host layout auto-shifts
  * **Guest mode**: non-logged users can use the embed widget
  * **SSO token exchange** to pass through the host site's existing login session
    [Learn more →](/en/admin/settings/embed-widgets)

  ### Group ↔ Organizational Unit Mapping

  Map a group to OUs in the **Organizations** tab of the group edit modal — when IdP sync adds a new employee to a mapped OU, group permissions apply immediately. OUs are 1:1 exclusive (an OU can be assigned to at most one group).
  [Learn more →](/en/admin/groups#group--organizational-unit-mapping)

  ### Multi-Worker Stability

  * `PersistentConfig` changes propagate to all workers instantly (Redis pub/sub)
  * OAuth callback state shared across workers
  * Teams Bot per-user agent selection persisted in Redis
    [Learn more →](/en/admin/deployment-checklist#multi-worker-required-with-2+-workers)

  ### Other

  * User **role change audit logging** (`ROLE_CHANGE`) [→](/en/monitoring/audit-logs)
  * Google Workspace Admin Directory API for org/group sync
  * Follow-Up Generation — default OFF, enable with cost in mind [→](/en/admin/settings/interface)
  * Fixed alembic migrations ignoring `DATABASE_SCHEMA` and creating tables in `public` [→](/en/troubleshooting)
</Update>

<Update label="Early 2026-04 · Knowledge Graph GA" tags={["Knowledge Graph", "Glossary", "Embed Widget"]}>
  ### Knowledge Graph (KG) — Generally Available

  A new workspace resource that unifies glossaries, DbSphere databases, and knowledge bases into a single graph. Built on Apache AGE.

  * Knowledge Links (attach KB·DB·glossary to a KG)
  * Graph-RAG: hybrid vector + graph retrieval
  * Edge catalog with LLM-suggested edge types
  * Full-screen graph view with node/edge detail panels
  * KG export/import (backup/migration)
  * KG tool tester (admin)
  * Background-worker sync with progress indicator
    [Learn more →](/en/workspace/knowledge-graph)

  ### Glossary Improvements

  * Tag-style category input UI
  * Auto-generation from DB values
  * Per-entry custom instructions for DB extraction
  * Configurable extraction source (title / body / first N chars / last N chars)
  * DB extraction moved to background with inline review UX
  * Pagination + single-entry CRUD + index regeneration
    [Learn more →](/en/workspace/glossary)

  ### Knowledge Base (KB) Operability

  * Bulk upload + directory upload + failure-first sort
  * Server-side pagination for file lists
  * Per-KB toggle for document summary / sample queries
  * New filter type: **Glossary** (metadata filter aligned with a glossary)
    [Learn more →](/en/workspace/knowledge)

  ### Database (DbSphere)

  * BigQuery connector
    [Learn more →](/en/workspace/database)

  ### Embed Widget SSO / Guest (early)

  Beta introduction of guest mode and SSO token exchange before the official 1.0.1 polish. Promoted to GA in 1.0.1 alongside the design options.

  ### Workspace List UX

  * Unified **share tags + filter tabs** across guardrails, tools, prompts, knowledge dictionary, and databases lists
</Update>

<Update label="2026-03 · Admin, OAuth, Onboarding" tags={["Admin", "OAuth"]}>
  ### Google OAuth SSO + Org/Group Sync

  Auto-sync OUs and groups via the Google Workspace Admin Directory API. Same permission model as Entra OIDC.
  [Learn more →](/en/admin/organizations)

  ### Admin Onboarding Toggle

  Toggle the **onboarding guide** visibility under admin settings. Activates step-by-step guidance for first-time workspace setup.
  [Learn more →](/en/admin/settings/general)

  ### OU Permission View

  Quickly inspect guardrails and permission sets on each OU row. OAuth sync now **shows grandchild OUs** in the org tree.
</Update>

<Update label="Earlier updates" tags={["AI Foundry", "Embed Widget", "Permissions"]}>
  Highlights from earlier releases (2026-02 \~ early 2026-03):

  * **AI Foundry** model connection — leverage the Azure-backed model catalog
  * **SQL result rendering** — DbSphere query results render naturally in chat
  * **Embed widget design options** — colors, logo, CTA message customization
  * **Fine-grained permission control** — 4-level model (None / Access / Read / Write)
  * **Agent guardrails** — input/output PII masking, blocking, LLM Judge
</Update>

***

## Where to Go Next

This page is a changelog showing **what's new at a glance**. For step-by-step usage of each feature, browse the relevant sidebar category (Workspace / Admin / Monitoring).

Operational changes worth noting (env variables, migrations, Redis dependencies) are consolidated on the [Deployment Checklist](/en/admin/deployment-checklist).