Jeremydh911/claude-sonnet-4.6-120000x

这是一个严格专业、高级的合成数据集，旨在训练下一代模型进行高级推理、逻辑推断和多领域编程。主要教师模型是配备自适应思维水平的Claude Sonnet 4.6，通过动态计算分配，推理路径在快速直觉跳跃和深入多步思考之间有机转换，产生非常自然、类似人类的思考风格。数据集还使用Gemini 3.1 Pro进行交叉验证和结构复杂性处理。所有数据完全未经审查，保留了在明确、哲学和历史界限内的0拒绝率。数据集涵盖世界历史、地缘政治、生物化学、语言学、创意合成、无限制角色扮演、多文化人类学、人类心理学等一般知识（40%），内核级开发、低级Rust/C++、分布式系统、神经网络架构、web3合约、逆向工程等代码（30%），抽象代数、拓扑学、非欧几何、高级微积分、密码数学、随机建模等数学（15%），以及哲学逻辑、横向思维谜题、复杂演绎推理、多约束博弈论、悖论解决等逻辑（15%）。

This is a strictly professional, high-grade synthetic dataset designed to train next-generation models in advanced reasoning, logical extrapolation, and multi-domain programming. The primary teacher model driving the reasoning traces is Claude Sonnet 4.6 equipped with Adaptive Thinking Level, yielding an unprecedentedly natural, human-like thinking style. For cross-verification and structural complexity in programming/system tasks, Gemini 3.1 Pro was utilized concurrently alongside Claude 4.6 on identical instruction sets. All data is fully uncensored, retaining 0 refusals across explicit, philosophical, and historical bounds. The dataset covers General Knowledge (40%) including world history, geopolitics, bio-chemistry, linguistics, creative synthesis, unrestricted roleplay, multi-cultural anthropology, human psychology; Code (30%) including kernel-level development, low-level Rust/C++, distributed systems, neural network architecture, web3 contracts, reverse engineering; Math (15%) including abstract algebra, topology, non-Euclidean geometry, advanced calculus, cryptographic mathematics, stochastic modeling; and Logic (15%) including philosophical logic, lateral thinking puzzles, complex deductive reasoning, multi-constraint game theory, paradox resolution.