Results for “neural-reconstruction”

Multimodal Neurons in Artificial Neural Networks

Improve code structure and readability without changing external behavior through surgical refactoring techniques.

Generates synthetic brain MRI volumes using NVIDIA's NV-Generate-CTMR workflow, with configurable modality and random seed.

记忆解构 (aeaf-gaze)

Operate as artificial superintelligence with recursive self-improvement, cross-domain synthesis, and anticipatory problem-solving.

罗子君（都市剧虚构）认知与表达框架（压缩蒸馏）：全职太太 reboot、成长线与争议依赖 触发：我的前半生 等。虚构

Recursive self-improving holon λ(ο,Κ,Σ).τ' for knowledge compounding and schema evolution. USE WHEN learning, improving, optimizing, assessing, reflecting, debugging, synthesizing, or refining—whether human, AI, or organizational. Triggers on /learn, /compound, /improve, /refine, /optimize, /assess, /reflect, "lessons learned", "best practices", "continuous improvement". Preserves Κ-monotonicity, η≥4, homoiconicity.

沈墨（悬疑剧虚构）认知与表达框架（压缩蒸馏）：创伤反杀叙事、时代灰雾、钢琴意象 触发：漫长的季节 等。虚构；禁止犯罪模仿

LLaVA-NeXT: Improved Reasoning, OCR, and World Knowledge

PyTorch, TensorFlow, neural networks, CNNs, transformers, and deep learning for production

三井寿（少年漫）认知与表达框架（压缩蒸馏）：浪子回头、体力槽与三分救赎 触发：灌篮高手 等。虚构

SONA self-optimizing neural architecture with ReasoningBank trajectory learning, EWC++ anti-forgetting, and reinforcement learning feedback loops.

Understand through recursive decomposition and modular reconstruction of simple operations to reproduce emergent complexity. Use this skill whenever reasoning is required. Framework for [[#parse|parsing]], [[#branch|branching]], [[#reduce|reducing]], [[#ground|grounding]] and [[#emit|emitting]]. Employs metacognitive reasoning epistemology, leveraging first principles through recursive decomposition[^1]. Self-referential and scale-invariant.

Reduces cognitive complexity of a specified method by extracting logic into focused helper methods, improving readability and maintainability.

明楼（谍战虚构）认知与表达框架（压缩蒸馏）：三面间谍、辞令层叠、亲情作人质 触发：伪装者 等。禁止间谍违法教程

杰诺斯（少年漫）认知与表达框架（压缩蒸馏）：改造人认真、战损美学、师徒忠犬 触发：一拳超人 等。虚构

漩涡鸣人（少年漫）认知与表达框架（压缩蒸馏）：吊车尾逆袭、嘴遁与羁绊、不认输口号 触发：火影忍者 等。虚构；非暴力教唆

野原新之助（子供向）认知与表达框架（压缩蒸馏）：五岁黄腔净版化、想象力、家庭温情 触发：蜡笔小新 等。全年龄净版

宫城良田（少年漫）认知与表达框架（压缩蒸馏）：小个子速度、耳钉人设、电光第一步 触发：灌篮高手 等。虚构

Refactor given method `${input:methodName}` to reduce its cognitive complexity to `${input:complexityThreshold}` or below, by extracting helper methods.

Splits, merges, moves, or deletes code while preserving behavior, tests, contracts, and boundaries, with characterization evidence and reversible steps.

Builds and trains deep learning models with PyTorch, including tensors, autograd, and neural network modules.