MMaDA Releases

This release addresses stability issues during mass reconnections and fixes WebSocket support for Tailscale JS/WASM clients. It also improves the handling of nodes with invalid hostnames to prevent map delivery failures.

Jul 1, 2026

This release introduces the `triage_cve` orchestrator for concurrent vulnerability assessment using NVD, EPSS, and CISA KEV data, alongside significant security hardening and new data source integrations.

Jun 22, 2026

A minor patch release that fixes a data persistence issue where nodes with `tags='null'` would lose their assigned user after upgrading the server.

Jun 18, 2026

A major release introducing extensive policy improvements including SSH check actions, beta policy testing, support for Tailscale grants, node attributes for capabilities, and configurable Taildrive file sharing.

Jun 17, 2026

Introduced OCR capabilities and an Azure Content Understanding converter while resolving memory leaks and HTML parsing errors.

May 26, 2026

This release focuses on dependency updates, CI workflow improvements, and a specific fix for data interpolation, alongside adding support for the Indonesian model.

May 25, 2026

Minimal release notes: "**Full Changelog**: https://github.com/Armur-Ai/Pentest-Swarm-AI/commits/v0.1.0"

May 7, 2026

This minor update introduces a configuration option that allows the `non_streaming_mode` parameter to default to upstream settings when set to `None`.

Apr 17, 2026

A maintenance release primarily addressing compatibility issues between PyTorch 2.8 and specific libraries like torchvision and torchcodec.

Apr 1, 2026

This release consolidates numerous fixes and features since 0.2.4, including improvements to voice cloning, audio quality, and documentation.

Mar 27, 2026

A bug fix release that backports timestamp restoration functionality from a later version to fix issues with unalignable characters in transcriptions.

Mar 25, 2026

A bug fix release that backports timestamp restoration functionality from a later version to fix issues with unalignable characters in transcriptions.

Mar 25, 2026

Expanded `mx init` to support configuration for 10 different AI coding agents, including new agents like Cline and Copilot.

Mar 24, 2026

Implemented a per-project merged search index to streamline search queries and improve performance by consolidating package data.

Mar 23, 2026

Updated agent skill/integration content across all AI assistants to fix missing commands, improve argument handling, and clarify reranking behavior.

Mar 23, 2026

Optimized reranking performance through multi-threading, memory mapping, and optimized model formats, resulting in a 3.3x speedup.

Mar 23, 2026

Replaced HuggingFace tokenizers with a custom `tokie` library to achieve significant performance gains and reduce dependencies.

Mar 23, 2026

Enhanced PDF table extraction features and removed Windows-specific dependency constraints to improve compatibility.

Feb 20, 2026

Apr 7, 2022

Nov 10, 2021