Segregated Lists memory allocator (O(1)) In-place modification: update pointers only, no data movement Benchmarked: 3x faster than Manager().dict() ...

This is not just another performance improvement. It's one of the most significant changes to Python's concurrency model in decades.

Type representation internal/cbm/lsp/type_rep.{c,h} CBMType tagged union (NAMED, POINTER, SLICE, MAP, CHANNEL, FUNC, INTERFACE, STRUCT, BUILTIN, TUPLE, TYPE_PARAM ...

Running a self-modifying, meta-cognitive AGI loop on open-source @Google Gemma using only 12GB VRAM. Implemented Vector Apoptosis, ChromaDB persistent memory, and live runtime Python code generation.