PyRebuilderSharp

Mon, 20 May 2024 00:00:00 +0000

Cross-platform Python bytecode decompiler based on .NET 10 + Avalonia UI.

Key Innovation — Block-Level Fault Tolerance:

Four-stage modular pipeline: PycReader → BlockScanner → ControlFlowScanner → AstBuilder → PythonCodeGenerator
Each basic block independently performs stack simulation and AST construction — one block failure doesn’t affect 99% of remaining code
182 real .pyc baseline test suite (Python 3.6–3.13), 100% pass rate
AI-assisted deep application: idea validation, boundary completion, pattern-matching code generation

QuantByQlib

Fri, 15 Mar 2024 00:00:00 +0000

AI-driven quantitative stock selection system based on Qlib + LightGBM with dual LLM fallback architecture.

Key Capabilities:

Dual LLM fallback (Claude primary + DeepSeek fallback) for high-quality stock analysis reports
RD-Agent factor discovery auto-injected into LightGBM strategies via standardized IC validation pipelines
“Discovery → Validation → Production” closed loop
Combining local ML precision with cloud LLM versatility