multi-language

Benzi is a new agentic harness that minimizes source code reading by using deterministic intelligence, achieving better performance on benchmarks like SWE-bench with lower token usage and cost.

Datalab has released Marker v2, an open-source document parsing pipeline that efficiently converts PDFs, images, DOCX, and PPTX files to markdown with support for over 90 languages and high performance on GPUs.

VoiceStudio is a locally running AI voice tool, offering features such as voice cloning, sound design, video dubbing, etc., supporting 646 languages, with no need for network connection or subscription, and all data processed locally.

Liquid AI's LFM2.5-Encoders can identify and strip 40 types of PII across 16 languages in one pass, designed for secure AI data processing within private pipelines.

Cursor open-sources the SDK Bridge, a protobuf-based protocol that lets developers build Cursor agents in any language (e.g., Rust, Go, Java) without depending on the official TypeScript or Python SDKs.

Fish Audio launches S2.1 Pro, a production voice model with 90ms latency, support for 83 languages, voice cloning from short samples, and multi-speaker dialogue, available via API with a free tier for development.

China has open-sourced the OCR model Unlimited-OCR with only 3B parameters, which can parse an entire 100-page PDF in one go, supports local execution, achieves 93% accuracy, and is completely free and open-source.

Hacker Vitto Rivabella publicly announced the successful jailbreak of Fable 5, analyzing in detail the model's multi-layered security mechanisms, including input/output auditing, intent detection, and chain-of-thought defense, and provided methods to bypass them.

RoadmapBench presents a new benchmark of 115 long-horizon coding tasks across 17 repositories and 5 languages, requiring agents to implement multi-target version upgrades. Evaluation of 13 frontier models shows that even the best, Claude-Opus-4.7, resolves only 39.1% of tasks, highlighting that long-horizon software development remains largely unsolved.

Fusion is a programming language that allows developers to write libraries once and transpile them to C, C++, C#, D, Java, JavaScript, Python, Swift, TypeScript, and OpenCL from a single codebase.

NetEase Youdao open-sourced the 1.3B parameter Confucius4-TTS model, supporting zero-shot voice cloning and cross-lingual speech synthesis in 14 languages, fast and with excellent results.

Multi-LCB extends the LiveCodeBench benchmark to evaluate LLMs across twelve programming languages while preserving contamination controls, revealing Python overfitting and language-specific contamination issues.

A new AI tool automatically reads web page content, generates scripts, and creates full videos with narration, subtitles, and BGM, then adapts them into multiple languages and sizes for different platforms, solving the pain point of repetitive editing for cross-border content creators.

A reference library of 46 programming patterns extracted from real production code (e.g., React, Linux kernel, Go, Redis, etc.), each with interactive visualization, line-accurate source links, implementations in TypeScript/Python/Go/Rust, and runnable exercises. The site is bilingual (Chinese and English) and supports search and category browsing.

Diplomat is a multi-language unidirectional FFI tool for wrapping Rust libraries, designed to expose Rust APIs to languages like C++, JS, Dart, and JVM without requiring FFI expertise, addressing a gap in the Rust tooling ecosystem.

UniversalMigrator is an AI-powered tool that triages legacy code migration across 113 programming languages.

PaddleOCR releases PP-OCRv6, a new OCR model series with sizes from 1.5M to 34.5M parameters, offering improved accuracy and faster inference, supporting 50 languages and new scenarios like PCB and CAD drawings, under Apache 2.0 open source license.

CodeAlchemy is a synthetic data generation framework that transforms publicly available code into semantically rich training data using five strategies, producing over 500 billion tokens and enabling small models to outperform much larger ones on code benchmarks.

Introducing an open-source voice synthesis model with 2 billion parameters and 2 million hours of training. It supports 30 languages and 9 Chinese dialects, allows voice description via natural language, can clone voices from a 3-second recording, delivers 48kHz studio-quality audio, and is free for commercial use under the Apache-2.0 license.

Microsoft has released MAI-Voice-2, an expressive text-to-speech system supporting voice cloning in 15 languages.