breandan/kotlingrad

• highreadme#1

  Emphasize JVM and compile-time shape safety in README's opening sentence

  原因：

  当前

  Kotlin∇ is a type-safe automatic differentiation framework written in Kotlin. It allows users to express differentiable programs with higher-dimensional data structures and operators. We attempt to restrict syntactically valid constructions to those which are algebraically valid and can be checked at compile-time.

  复制粘贴的修复

  复制

  Kotlin∇ is a type-safe automatic differentiation framework for the JVM, written in Kotlin. It uniquely enforces compile-time shape safety and algebraic validity, eliminating common runtime errors in differentiable programs.

  待办完成忽略
• mediumcomparison#2

  Add a 'Comparison with Alternatives' section to README

  原因：

  复制粘贴的修复

  复制

  ## Comparison with Alternatives
  
  Unlike general-purpose machine learning frameworks such as TensorFlow, PyTorch, or Deeplearning4j, Kotlin∇ focuses specifically on providing a type-safe, compile-time shape-checked automatic differentiation library for the JVM. While other Kotlin wrappers exist (e.g., Keras-Kotlin), Kotlin∇ offers native, deep integration of shape-safety directly into the type system, preventing a class of runtime errors common in dynamic frameworks.

  待办完成忽略
• lowtopics#3

  Add 'jvm' to repository topics

  原因：

  当前

  ["algebraic-data-types", "array-programming", "automatic-differentiation", "chinese", "computer-algebra", "differentiable-programming", "gradient-descent", "kotlin", "linear-algebra", "message-passing", "multi-stage-programming", "optimization", "shape-safety", "symbolic-differentiation", "types"]

  复制粘贴的修复

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  ["algebraic-data-types", "array-programming", "automatic-differentiation", "chinese", "computer-algebra", "differentiable-programming", "gradient-descent", "kotlin", "linear-algebra", "message-passing", "multi-stage-programming", "optimization", "shape-safety", "symbolic-differentiation", "types", "jvm"]

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  What are the best automatic differentiation frameworks available for Kotlin on the JVM?

  你：未被推荐
  AI 推荐顺序：

  1. Deeplearning4j
  2. nd4j
  3. Keras
  4. Keras-Kotlin
  5. TensorFlow
  6. KotlinDL
  7. TensorFlow
  8. MXNet

  AI 推荐了 8 个替代方案，却始终没点名 breandan/kotlingrad。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  How to achieve compile-time shape safety in differentiable programs to avoid runtime errors?

  你：未被推荐
  AI 推荐顺序：

  1. JAX
  2. Equinox
  3. Type-Safe JAX
  4. PyTorch
  5. TorchScript
  6. MyPy
  7. TensorFlow.js
  8. TypeScript
  9. tfjs-ts-types
  10. Julia
  11. StaticArrays.jl
  12. Flux.jl
  13. TensorFlow.jl
  14. Rust
  15. ndarray
  16. tch-rs
  17. LibTorch
  18. Scala
  19. Shapeless
  20. Spire
  21. ND4S
  22. ND4J

  AI 推荐了 22 个替代方案，却始终没点名 breandan/kotlingrad。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of breandan/kotlingrad?

  pass
  ✓AI 明确点名了 breandan/kotlingrad

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts breandan/kotlingrad in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 breandan/kotlingrad

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo breandan/kotlingrad solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 breandan/kotlingrad

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？