Articles & Guides

Model Releases

Claude API relay guides, detection insights and hands-on LLM API benchmarks

31 articles

CCTest · Blog
PolyOCR-Venus: A Unified OCR Route to Text-Centric Visual Intelligence
Model Releases
cctest.ai
Model Releases

PolyOCR-Venus: A Unified OCR Route to Text-Centric Visual Intelligence

PolyOCR-Venus brings recognition, localization, document parsing, information extraction, and OCR reasoning into a shared instruction-following framework. Its training method selectively uses teacher supervision, while OCRBench v2.1 updates the evaluation with manually checked annotations and task-aligned scoring.

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CCTest · Blog
LimiX-2 Moves Tabular AI from Target Prediction to Mechanism Modeling
Model Releases
cctest.ai
Model Releases

LimiX-2 Moves Tabular AI from Target Prediction to Mechanism Modeling

LimiX-2 introduces Contextual Mechanism Networks, a framework that models the joint structure of variables rather than focusing only on a designated target column. The model reports leading results on TabArena, TALENT, and BCCO while extending tabular foundation models toward causal skeleton recovery.

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CCTest · Blog
Gemini 3.8 Flash Targets Long-Horizon Coding and Defensive Cybersecurity
Model Releases
cctest.ai
Model Releases

Gemini 3.8 Flash Targets Long-Horizon Coding and Defensive Cybersecurity

Google DeepMind has introduced Gemini 3.8 Flash and Gemini 3.8 Flash Cyber, emphasizing longer software-engineering tasks, complex reasoning, vulnerability discovery, and automated patching. The models retain Flash’s speed and pricing position while using more reasoning and tool calls on difficult tasks.

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