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

# Release Notes

> Latest updates and improvements to the Corvic Platform.

The latest changes to the Corvic Platform, newest first.

<Update label="Version 1.16" description="2026-05-15">
  * **More capable agents** — New tools for graphs, embeddings, document parsing, markdown conversion, and table extraction; no hard cap on agent turns.
  * **Bird Cage execution** — Replaces the previous sandbox with a faster, more reliable environment for running agent code.
  * **MCP integrations (beta)** — Connect rooms and agents to external tools via MCP, with in-app setup for room-level integrations.
  * **Sharing improvements** — Revoke shared threads, working charts on shared links, and better previews for PDFs, CSVs, and large messages.
  * **Billing & usage** — New usage dashboard, invoice listing, and current-cycle usage; fixes for trials and billing edge cases.
  * **Skills per agent** — Enable or disable individual skills for each agent.
  * **Auth & security** — Login via backend, WorkOS widget, finer-grained access tokens, dedicated user-content hosting, and ongoing security hardening.
  * **Agent v5 (internal)** — Redesigned agent UI with clearer progress, inline links and images in replies, and a smoother chat experience.
</Update>

<Update label="Version 1.15" description="2026-04-24">
  * **Billing and plans** — Stripe billing enabled end-to-end, with clearer trials, seat-based pricing, and safer plan changes.
  * **More AI models** — Anthropic Claude models available, alongside an improved default model lineup.
  * **Smarter agents** — More reliable answers after tool use, optional web search by default, and a refreshed "thought process" experience.
  * **Share conversations** — Share chat threads with branded link previews and working charts.
  * **Easier onboarding** — New org onboarding flow and fixes for sign-in and org creation.
  * **Behind the scenes** — A new agent proxy layer improves how artifacts and data are served to the UI.
</Update>

<Update label="Version 1.14" description="2026-04-15">
  * **Billing foundation** — Developer plan added, Stripe enabled in dev, storage accounting for usage, and groundwork for end-to-end billing.
  * **Streaming thought process** — Agent reasoning streams live in the UI, with fixes when multiple tables appear in the right panel.
  * **Feature view downloads** — Download links for feature views directly in the app.
  * **Smarter table previews** — Agents can preview a single row from very large tables without loading the full dataset.
  * **Clearer agent output** — Tool results are grouped so you see the latest output; fixes for tool calls and large-table handling.
  * **Platform upgrades** — Python 3.14, event log service, and reliability fixes for storage accounting and tracked tables.
</Update>

<Update label="Version 1.13" description="2026-04-10">
  * **Billing service** — New billing APIs, subscription cancellation, Stripe meter sync, and local billing fallback.
  * **Room & thread skills** — Room-level skills with publish/demote to threads; updated skills, artifacts, and user-files UI.
  * **External agent tools** — Configure which tools each agent can use, with UI for external tool integrations.
  * **Smarter agents** — Per-message time limits, better web-search prompts, context-window fixes, and GPT 5.4 support.
  * **Canvas & charts** — Auto-layout on the canvas, edge rendering fixes, and Vega charts upgraded to react-vega v8.
  * **Data sources** — Wired to the new data-source service; file-upload fixes for resource tables.
  * **Downloads & previews** — Feature view and file download URLs; non-UTF-8 CSV handling.
  * **Platform & reliability** — A2A agent HTTP surface, vector-search improvements, multi-token-issuer auth, and monitoring on AWS/Azure.
</Update>

<Update label="Version 1.12" description="2026-03-27">
  * **Skills** — Agents can use skills (read, write, edit, and view files, upload skills) with a new skills UI.
  * **Web search & enrichment** — Web search tool for agents, web sources in the app, and Web Augment for data enrichment.
  * **Agent v3** — V3 is the default experience; artifact listing in the side panel, query interrupt, and streaming/markdown fixes.
  * **MCP for agents** — MCP support for v3 agents, with MCP URLs shown in the agent integrations tab.
  * **Stripe integration** — Initial Stripe billing integration on the backend.
  * **Chat improvements** — Preview context files in threads, delete messages, and list artifacts from the side panel.
  * **Team settings** — Change member roles from the settings page; "Profile" renamed to "Settings".
</Update>

<Update label="Version 1.11" description="2026-03-16">
  * **Agent v3 & canvas (beta)** — Major V3 rollout: new canvas with auto-layout, Graph Builder, Join, Augment, and Embed operations; output detail pages; rename outputs; and broad UI polish.
  * **Agent Skills** — Backend skills tools (read, write, edit, view files) and skills UI on the frontend.
  * **Chat & context files** — Upload files to chat threads, preview context files, and notifications when file processing completes.
  * **Agent capabilities** — Citations in Agent v3, query interrupt, exposed tool names/arguments, and Gemini 3.1 on the frontend.
  * **Agents & threads** — Add, clone, and delete agents; threads on agents; connect agents to workflows.
  * **Auth & admin** — Auth0 removed in favor of WorkOS; audit log tab and WorkOS audit export; change member roles.
  * **Platform** — Billing/management service split, Python 3.13, LiteLLM router with caching, and infrastructure updates.
</Update>

<Update label="Version 1.10" description="2026-02-24">
  * **Database ingestion** — Ingest database tables (with Airbyte worker support on the backend).
  * **Snowflake connector** — Snowflake data connector in the UI.
  * **Cloud ingestion** — Enabled everywhere; MCP support for deployed agents and cloud-ingestion syncing.
  * **Citations** — Citation tags beside images in agent replies and broader citation rendering.
  * **Auth & backoffice** — Auth0 removed; WorkOS APIs moved to org service; backoffice member panel and invite flows.
  * **Platform** — LiteLLM in agents, Deno sandbox with expanded Python/scientific libs, and infrastructure updates (Next.js 16, Python 3.13).
  * **Corvic V3 UI (internal)** — New V3 design end-to-end, with canvas nodes and edges, improved styling, and streaming agent responses.
</Update>

<Update label="Version 1.9" description="2026-01-28">
  * **Snap Actions UI** — Snap Action and Snap Feature View flows in the app, with clearer distinction between normal and snap actions.
  * **MCP for deployed agents** — Agent ingress for MCP endpoints, MCP syncing quota, and fixes for agent sync and republish.
  * **Sandbox in production** — Sandbox service deployed on Azure and GCP for isolated code execution.
  * **Feature views** — Error states, images rendered in table cells, and loading states on details.
  * **Agent experience** — Auto-scroll in reasoning, open context from any node, improved reflection UI, and better markdown rendering.
  * **LLM Augment** — Markdown columns treated as file prompts, clearer failure reasons, and duplicate output-name prevention.
  * **Platform** — Gemini thinking level, local access-token creation, and documentation links pointed to docs.corvic.ai.
</Update>

<Update label="Version 1.8" description="2026-01-08">
  * **Snap Actions** — New Snap Actions capability for faster, guided workflows.
  * **Sandbox execution** — Dedicated sandbox service for code augment and safer, isolated code execution.
  * **MCP for agents** — Deploy agents as MCP endpoints, sync cloud ingestions and workflows, and check whether an agent has digested resources.
  * **Smarter orchestration** — Tool-calling orchestrator enabled across deployments, with improved reflection prompts.
  * **Ingestion & storage** — Storage quota checks on blob ingestion and auto-generated document titles.
  * **Auth cleanup** — Auth0 variables removed; WorkOS-only auth path.
  * **Reliability** — Agent metering fixes, faster quota checks, Vega v6 upgrade, and broad stability fixes.
</Update>

<Update label="Version 1.7" description="2025-11-24">
  * **Introducing Workflows!** A new way to build workflows, explore data, and chat with agents.
</Update>

<Update label="Version 1.6" description="2025-10-17">
  * Reflection mode now supported in agents.
</Update>

<Update label="Version 1.5" description="2025-09-24">
  * Citations in deployed agents.
  * Quota and plans.
</Update>

<Update label="Version 1.4.3" description="2025-09-19">
  * Streamable HTTP for MCP.
</Update>

<Update label="Version 1.4.2" description="2025-09-02">
  * Fixed an issue ingesting Parquet files.
  * Fixed an issue ingesting PDFs with many images on a page.
</Update>

<Update label="Version 1.4.1" description="2025-08-27">
  * Fixed an issue where image descriptions did not match their images.
</Update>

<Update label="Version 1.4" description="2025-08-16">
  **Ingestion**

  * Faster processing with support for larger PDF files.
  * Incrementally add data from external connectors like Amazon S3 and Azure Blob Storage.
  * Upload CSV data to unstructured pipelines.

  **Embedding Spaces**

  * Tabular embedding spaces now accept user input columns.

  **Agents**

  * Plots in agent messages can now be customised.
  * Additional operations (Data Analysis, Find Relevant Documents) added to support CSV data.
</Update>

<Update label="Version 1.3" description="2025-07-17">
  * Upload data from external data connectors like Amazon S3 and Azure Blob Storage.
  * Admins can configure external data sources (Amazon S3 buckets, Azure Blob Storage) from the dashboard.
</Update>

<Update label="Version 1.2" description="2025-07-09">
  * Upload Text, Markdown, HTML, and DOCX files in addition to PDF/PPTX for unstructured pipelines.
  * New image embedding model: **SigLIP2**, a multilingual vision-language encoder by Google DeepMind.
  * New agent prompt types: **Persona Prompt** (tone and style) and **Workflow Prompt** (task-specific guidance).
  * New Chain of Actions operations: **Retrieve Adjacent** (one-hop neighbor retrieval) and **Temporal Analysis** (trends and seasonality).
  * SQL queries available in agent context, and AI-generated starter queries for deployed agents.
</Update>

<Update label="Version 1.1" description="2025-06-11">
  * Fixed an issue with a deployed agent being locked before deployment.
  * Disabled deployment preview during config updates to avoid race conditions.
  * Fixed broken images and links in agent messages.
  * Added support for citations of images in preview.
</Update>

<Update label="Version 1.0" description="2025-05-23">
  * Search and filter by status across multiple PDF files in a single pipeline.
  * Clone space configuration and set custom space names.
  * **Deployed agents (beta)** — integrate an MCP endpoint to use Corvic agents in your system.
  * **Agent citations (beta)** — answers include references to source documents.
</Update>

<Update label="Beta 2.4" description="2025-05-18">
  * Upload PPTX files in addition to PDF for unstructured pipelines.
  * Advanced user management — organize and invite members to your organization.
  * Enhanced, more secure sign-in experience.
  * More accurate AI insights, clone agent configuration, and improved tablet/iPad UX.
</Update>

<Update label="Beta 2.3" description="2025-04-14">
  * File download and preview options; improved tracking for uploads and failures.
  * **Custom LLM integrations** — bring your own endpoints (OpenAI Generic and Azure OpenAI compatible).
  * **Subscription plans** — Premium and Enterprise tiers introduced.
  * **Usage dashboard** — track data and computation usage across rooms.
  * Live context for agents, custom query suggestions, and new completion LLMs (Gemini 2.0 Flash).
</Update>

<Update label="Beta 2.1" description="2025-03-10">
  * **Ingestion** — unstructured (PDF: documents, images, slides) and structured (Parquet) data, complex transformations, multi-file and incremental uploads.
  * **Embeddings** — semantic (Vertex AI, OpenAI), image (CLIP), tabular, and graph-structure embeddings.
  * **Exploration** — multi-modal exploration, combined image/text search, advanced filters, and export.
  * **Agents** — multi-space, multi-modal chat, dynamic chain of actions, and major completion LLMs (GPT-4o, Gemini 1.5).
</Update>

<Update label="Alpha 0.2" description="2025-02-27">
  * Vector search with back-linking to original data.
  * Access control and interactive visualizations.
  * Improved structural transformation engine (text-to-graph, table-to-text, graph-to-text).
  * Out-of-the-box LLM offerings.
</Update>

<Update label="Alpha 0.1">
  * Generation of embedding pipelines through the UI.
  * Upload tabular data in Parquet format.
  * Autonomous table-to-graph transformation and Node2Vec graph embeddings.
  * Embedding visualization via UMAP, quality metrics, and Parquet export.
</Update>